{
 "cells": [
  {
   "attachments": {
    "image.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAADUCAYAAABwMTGGAAAgAElEQVR4Aey9SYwlV3YleGwe/uhThMdAMjgkmZmkMqlUVVZrKqVagLSRIAkCqpeSllUbDQUIQm80oLZqSateSgkU0EBBC6lVBXQvVBpbqlZKTWaKkWSSTDJmn/1P9m1+7zXONf8RzkgOMXmEu4dZ4If9b9/Ga+b/vHvvuedaxhiDdmot0FqgtUBrgdYCrQVOlQXsU3U17cW0Fmgt0FqgtUBrgdYCYoEW4NsHobVAa4HWAq0FWgucQgu0AH8Kb2p7Sa0FWgu0Fmgt0FqgBfj2GWgt0FqgtUBrgdYCp9ACLcCfwpvaXlJrgdYCrQVaC7QWaAG+fQZaC7QWaC3QWqC1wCm0QAvwp/CmtpfUWqC1QGuB1gKtBVqAb5+B1gKtBVoLtBZoLXAKLdAC/Cm8qe0ltRZoLdBaoLVAa4EW4NtnoLVAa4HWAq0FWgucQgu0AH8Kb2p7Sa0FWgu0Fmgt0FqgBfj2GWgt0FqgtUBrgdYCp9AC7uO8pq2tLbz99tuP85DtsVoLnCoLfPnLX8bS0tKpuqb2YloLtBY4GgtYj7Ob3A//8A/j7//+74/mStq9thZ4CizwC7/wC/iTP/mTR3qlly9fxs7OziPdZ7uz1gJPiwWWl5fxpS996Vhe7mP14OfzOX7qp34Kv/mbv3ksjdGeVGuB42yB3/iN30CSJI/0FHd3d/Haa6890n22O2st8LRZ4MqVK3juueeO3WU/VoDn1Z89exZf+9rXjp0h2hNqLXDcLUBPwRjzSE8zyzLZ3+/+7u/iR3/0Rx/pvtudtRY47RZ444038Ou//uuYTqfH8lIfO8AfSyu0J9Va4Cm1gNZarvzVV19tB95P6TPQXvaDW2Dx97OYP/iejmbLlkV/NHZt99paoLVAa4HWAq0FnqgFWoB/ouZvD95aoLVAa4HWAq0FjsYCLcAfjV3bvbYWaC3QWqC1QGuBJ2qBFuCfqPnbg7cWaC3QWqC1QGuBo7FAC/Afa9fPYirz++9d53uXfOzO24WtBVoLtBZoLdBa4Mgt0LLov8fEB+B9uxzJaqDcsg6B+gLguYwvwj3X4/9c0sybXbdjqO8xcbugtUBrgdYCrQWO3AItwH+MiQ2a0qEFeAtkE9MFy/nd4e8J4LYsUQfvHAK8rN+C+8eYt13UWqC1QGuB1gKPwQItwH+PkS0Y4x4E4I2AuuC6OO18R9Bu/PTbmxrAtgA6+ZaxYR149be/b9+0Fmgt0FqgtUBrgcdsgRbg7zY4MV1wnf8pwPBlYGmG4RWMqpu5NrBsG5blwrIcwLLBGQzfiw8vAwEZHNx9jPZza4HWAq0FWgu0FjhiC7QAf9vARoBcXPdawegKxuQwugBUAdQltK6gFZfXB+Btw7Zd2I4H8OUFsLwQlhMBlgcLbuPW3/boGQY4PLXwf9ga7fvWAq0FWgu0Fnh0Fni6AP4Qvi7y7OTSWcygqxKGr6qEqQnoBbTKoVQuny1dwBgFY+jKizsvd8HYLuC4sBwX2vNgeREstwvbjQGvAzgBYNO1b8C8oewdhPithpzXwvyje6DbPbUWaC3QWqC1QGOBpwvgD931BqgVoGuYKocu5zBFAlWkMKaCZTRM3YA+vXbLVrCZaF8MEqjhfRCmh2PDMAFf29C5B2NP4fgxLK8HO+gdgH4IbTmwDnL4ltVk6u8A/qGTa9+2FmgtcNsCaQ3cSIDrCZDVzZzL9vLmtRICfD3TBWIXeHkIRG7z+fZO2jetBZ5CCzw1AM8uXARVArt47LqAqjIgn8LKJ9BlLl48Q/FkwxsCOMPxDNULwBsY225K4SwLNgcAjOrDhtJG3lvKhTIlbF9B6QoOBwzpPhAOYHdWAL8H7QRCwrMF4BejhafwyWsvubXAp1iAAP7NXeDNg9enrHob6N8df3Qtgv4PrQM/uN4MAD76bfuptcDpt8BTA/C8lQyxW8yjFzNU6Qh1MYVdJnDqHKqupJpdK4VCEby1hOwdhu+NhtYKmqF5WPB9XwYHXGbbNgjWruvDlA4c14NlKdimgEOynUlRFnOo+QR+bwVebx1wfFi2C01i3u3Q/el/2NorbC3wWRYgSP/FjQbYP2vdz/qeHv6fX2ler682YP/l1c/aqv2+tcDpscDpBfiPOMd0tTV0XUDNNqGyMUwxBaoEqipQKiWeeVmrJoRuaVQlQb+ApRVcsuXpvRuDuq6hygJFPoPVFLtLeZxju3CtALbrwo9DOJ4L7fiwbQ+2VcHUKXQ9hZqP4fRWgO4q4MYwByDfcAGkzu7g6Woz86fnz6y9ks+yAIGdYHy3F/5Z293r94tIwMKr/58vNuH8e92+Xa+1wEm0wOkFeN4NRW05In0FQ699vI16tom6SEHSXFXMxTOXtDgsKK1QVwr02lVdoqpyuI4FxZfSsC0Hs1mKwA9QVultwZuqqsSTj8MQnucDKobt+HDDCG7I7eips4K+gqoTKDWBLiZw4lW4URdwI8D4kkKQsjyptzuJj1N7zq0F7s8CRw3sd5/Nwqv/+03glz7f5OvvXqf93FrgtFjg9AI8+XB86RKqGKHYu4lqtI002UNNUh0JdMyTO6xwc2EdEOiKPINdM/euUNOD9x0YxxLPXSugKirYRqHIEqmJ11pDAN6xoUofcdxBVRZw3QCequHpGo7jNBEAx4GxmtC/KTIgm8DqrMLpnoXtDwDbk3r60/JwtdfRWuCTLMAc+//+1tF57J903MVyAv3vvQkwdP/vXmpz9Au7tPPTZYFTC/D02zUUdJUg3b+BZOsq8tEI49kIdVXAMgq+y3y6gyBw4TKkrg2qPIMpcmhdQ6kSqrLheg4Mvyvp2RvkdYUsmQujnuBOQp7rE5zpp2dwnBK2ncKra/hVCc/34XkujMt6eUty9I5Vwyrn0DwXpWH1NRAQ5IPGkz9dz1l7Na0FbluA4fKvvwMQ5J/0xHNhFOEnLgI/felJn017/NYCj9YCpxbgBX1VgWKyg/HGdWxfu4GtjV1o1rPrCqHvIgpc+C7gukAcxyDBjjn2bDqDVo2wjec7CMNQrF5VGkZbmM3msGxfmPNa29DKILQ9lIkRb973NSzbwFMWtKqha19q5I1PIRwXnuOJJw/HwComIqBj9Bzu8iXAX4MlanhtDv7RPurt3p60BQjo//VKQ6J70udy+Pg8L+b/Cfa//nqbmz9sm/b9ybbA6QN4Idcd+O/ZBJPNG7j+wTVcfus9XLm2jYvrPfSjAKNqiijwEEcePMfA8zLYlpFc+nR/IqVxtqXhhwGqDoVqgLJgSN/H9vYUQW8JlSjecRsHk6yQ0H0UeohjF55rwagCLsvhWGpXObBZc1/aUK4vdfK1ceCpOVw1h7YLaNeDP2wEcgwoebsAeXanW7w/2Q9ce/ZPpwUIov/bm00N+3G1AOvs/9M/Af/+tbaG/rjeo/a87s8CpwzgyZZvat21yZBuvYOdm+/i8gfX8Q+XP8R0MkNuUqz3ehgEAabTOVzPQ+B56HcDhB5L4mps7k7h1AXiOIRd2EjKWrrJkIDHELxyIozzWhj4Vq2hDEvePBR5isABVgcRAhsS/h8MMvR6DrRnwaljOF4jaSsCO26Birl7xVI7wLM2pdENBs81NfO2I+H6Ftrv76Fu1z5+FmDpGwH0uE/MzXMgQk+ewjnt1FrgJFvglAH8gdCcqZHv38Lo1hXcunoVH3x4Hdd3JkjSArkuoM95mFGMRlXwvQrd0ENaFuh3QqTzCWbzEiqdo1dqeLENq7SRJAmiKILjOhSwwzybwDE1HMtGZRyM0jnGaYXIt7E9zRE6wPpyD8rSqDUQ+QZllsMLfMTdLpxawQ0U/CCAplhOoaHB0H0Az/ZhDyxYHn9h6Mmf5EesPffWAsB/v3FyrLCINjxJkP/t3/5tMRjnjUCXhCbxp3/6p/ja176G4XB426CLdW4vuOvNj/3Yj8k2dy1uPz4FFjhFAH/QLEYkY0sUO1cx2dnF1vYE23tTzOYF8rLGJLOwO81QeBUshuYrC7lSiEoPuXKQz7UAvGdsmBISvi8z1r0rzPIUtmPDcz0UJevqSwHf/XmB7VmFeeXCsxSWuxFWh12ovRR5CZytXAw7NrTXqOLRW/fDRjwHWsEPG+EbltDVuQ/b4QqupAssJ2461LWt5Z+CP8fTeYksSSNonqTpSYA8gZtgzunKlSv4xV/8xdsm+/mf/3m88cYbAtSXLl3C66+/fvu73/md38Ff/uVf3v58+M2bb76Jv/qrv2oB/rBRnqL3pwjgG++dYjQ6T5CPNjCZpNibKZS1hU4cwpi5MN6zjKVwBFDADRwUqkbmaswyhWSWoKpz9EIXyjbSaKbSFuqilHI3suHLMkfJGnujMM9T7M5zjHONurLgS8tYIAgDuMZFWFgC8qWn4GoN3zOA8puudGUjicvudDaJdUY1nelKC+XUh+fGcEMfcqJMPVAH5yl6ONtLPR0WOEne+2GLE+T/y/vAf7yDpYe/fuTvCcSLaeHBLz7/1m/91m1QP7ze4vu7118sH4/H+Lmf+7nFx3b+lFng1AC86MJTSVYVmO5uYGd7D1vjDLPCIAhj9HsUscmEt1ZWJSLPRV0rVEZJ2D2DQlXUyMsSvmvgBz6qUkFRntZyUBc1m8bBqjQ4QKjgIC0KTOZzTIsK81LDNha6vo08d0Cv3+rE8KIQsBleY9ldJSx9KdOjl04ZHgNh0XvwQTkcevm6VtBFgirZEba+4/dhbA9a9Oupg88t76B9A/o8Rgv/T9nf77G/XJagnYTc+ycZkudPdj3r5Y96InDTg+f8z/7sz/CzP/uztw85mUzw13/91/L5l3/5l/Hhhx/e/o5vfvzHf/wjnxcfGAlop6fXAqcH4Fn3rmoUo2289+1v4+13t/HOB9cxmZfQlhHFulJpRK6DUgHjtEDo+Qhs8tObhjG50ig0EPs+MvLplBavHVpDWTaKqoaiVK1SyLXC3jRBwvA9iXZsOCPNbBxh5y8P+lge9tHrhfCDGrbbqNhxH35ZwEDBcVw4riuNa1SpYTkBdKlRui5cp0Y5uSmd7vzOGiy/C+NHsFgnD0+8+sajbwYKT+8j3F75cbYAy89O+kQv/qgBnqBOL5xheobfGYlkKJ7TH/3RH4Ee/GL6lV/5lcVbmR8OzxPQuZ8//uM/lu+Yf1/s5yMbtR+eCgucCoCXTnFGo86neOuNf8b/9Rd/h8vvfojtvX0Rqu12+wLAijK0gd/ozleVaMx34hhB6CItSsC1UWQ1UubetUIn7ggAF0WJLM9hOw6qupZRdprnqJUClew4eY6N2LWw0u9i2OsiDHx0PAurvQBL/QECR8HGAJPRDZCMT2+fAwcK3WibeG2a2vu6EslcS1Wo0hnyzetw2U8+jOANL8AfPgd0zsDxA2lyQwFcvji4aP33p+Jv9sRc5EJE5sSc8Cec6ELe9meOUAiHwE6QJzD/4R/+oZwJPfavf/3r8n6Rm2de/pd+6ZdkGdddAPnhUyegf1zInvtvp6fLAice4AnufBVZhsvf+hb+83/+P/DdD28B/gAXLr2KMPIxT6YY7+/Bdz3xyH02hHFddKMYUUTmuoKlHMwnU5GlTfMCS8MBgrjThNQZEnc8YbvXVLgTedq6aSl78LxQjrbTDeGHEfaTDFm+gek0xjRN8NJz5/DsuSXEYQ+2o5FNtuBysFGWMGTls2mNpWHXNWytUJVz2H4PeZZh57vfQT0bww1CaG+A6MyLWH/lSxisPwc36klnOjasaQP0T9cf7km4Wnq+p2WiQA/b19KTZ0e6oyqhowdOb52Af/dE0D4ccifQ8/Wrv/qr+OY3v3n36rc/Hx4U3F7YvnkqLHDiAZ53iV709s4u/s//9n/ju9du4YUXXsZg5SIqxwUBma1ZZ9MZ4jCG59nimQ97fTi2BcNGNOzvro1466rW8NgFzvHE62eHOWUsKXWjPn1ZN2F7ittwVM0wu7EtBEEIJ4iFqKeVRlVkuL47wY3RDLuzFJNkDV984RyWh6sw5RxlNgasAnbAY5GRz2Q8eQI5LD9HpWNYfozpvMLGe9fhWpTStWHi7yJNdvH8l38EwwsvwO0MIYL6TccceWibgprGnz95Xn1z9s3/QlP4yB/iIk7BAMjh6a6Ph79q3z8BC5A5T8/3NE3kEvDFtAO70lHD/ihC97/2a7/2kTK4hQ0J7oeZ9YvlZMovwvuLZYv53YOCxfJ2/nRY4FQAPD34NJkjGc3w4ktfwHPPv4Tt/Rng+rCMC8cjiAJRJxD2ehTHcHxPpGmVojAOiWsOIj9C4Bp0Aw4CIllOaVqGwPk/ZWw5p6QtW8g64EuLWE4UxugFS3j2hXOY5xnev3Idu6MdjLIdAfhRkiKrFL76fRelDr7QmZDi1EEEwmWYnccxNrTOYLFRjRcjHK4iMRby/bFI5lp1iSvf/qYI41j1DINnXoHTPQewnM4mcYBnyIELpwUcnpyHmedt0KQ9eBGKhEPdKAzatiWd+ZoOgfYhpb+mgqKtJDw+95ke72meOHhhsxyCPHXsH+X0+7//+5/owX/Sce53UPBJ+2mXny4LnAqApycdBgFWh8u49MKLuLW7j6RIgdqgrCrs724jTWfox4EQ7JhLr7UWEKSnbhly0hV6cVfgcWUQCWjP5g0IE2CoYkdyHZn3WiupUXelO5wD2/XRiWJ85fUfwPMX1/HGv3xTusf5QYxK1die1KjrPZG6DX2Ff/X583DCCBYq8Cx4dFvqXw/AmZK2dSWEuqjbQzQYIpnOURgOPgKUaY7tq+8hDB1YrovehRBu7Etv+QXAc08Ce7flbk/Sg9sMT6oix3hvhDRJhBDZ6fcQdjuw2f3P8k7g8OUk3YMHP1cyz0+b9/5J1mAa4kYC/OLnP2mN+1/OkPthIZvFHujBL/Lvi2WcM7f+B3/wB/Idt+PvIZ0eiuLw88eF+w9v374/vRY4NQDPHu2D/gDPPPMMrtzaRJLMsD/ZAEG4zuZSWsbyMwmpE9AtC55HHXpHXvyDIIAbo7G20sc8TeFQpcYAZVmh0gZKW8KkJ9GuF4fwfQ+uRR/eQbfbxVe+8jpUPsOtWzcwHu9DGxvd3kCU77IyxZVbEwTfuoKzq0Oc61OxzsjggrVyLJdTpoKWmngP0CUMcvL+wOiAG0RNWZ8y8EMPulLY39yAHXRguR30zgWw4+XGfye6EyOb8cIJfHqp419jtL2F77z1FnZu3kI3CDFYW8OFFy+hv7aMuLMkLXl5H1n72AxoTuCltqd84i3AdARD94+qUQ3B+uNA+W7iHGvcWU7H5Qzd3z0o4GeS8DgooBjOx4X3T7zx2wv4VAucDoA/CElXVYmyLJFlKZLZDJu3rqMuC6wtDTDo9qSHe9zrSc4+CAKRnmWoPfR9+L4vhpIwcJ1LVzhtGv+aHjbD/JUqUWlIHp6ALGVutgsG7okzRZEiS8aYTPdRFHNUyoAR/ri/hN7yirSHvTU2eOOdDWTnY6z2XQxiD56tUBYlbLeAZafw/R5sQ9W7DHWZS/QgiLrI8xzzrBRiXTdUyKcT7N+8AuuAD9A9/wU4XgjjBk1f+RMIfIRqFibkyRzvvvUvePv/+waS8Rge7Ww0zn94CS++8jIukWi4fEZa8dpULOJEicB2ai3wBCxAgKeGPT35R03AI0iz9v25554Tr3xxecy9U92OZXJkznNQQOb9ooyOn/mi578YBCy2bedPhwVOBcATiIsix2Q6xbvvvodbGxsY7e9Lv/elXh/9KAKqGqEXiKc9GAywsrIiLWID30fg+XBdkti0DBWyyS56RQ9F2eTcyZAvK2rFAwoWarL2yxJRGDZlcpYt6nbvvPNtxD7fl1CKYfkKZeXA16HU0YdU03Nc/NO3PsDWFReff/48Xnl+DWeWHbiehboupcmNrgIozGGsUsh6tkUAc+AJeCv4nocyJ4OphHSWtYEyS7GWT3H2+ddgOauo7aaMrumDd7IeZoL8tQ8/xHtvX8aM1Q+ODcvWCNi1b/MWvjOdYLSf4KUvfh/OXbyIMO7AchxYVPtjwuNEpiVO1j1qz/Z7LbAAeXaje/mOVPz3rvgpS+720rnqgi1/92YLAF8s/6QyOIL/x5XTLba71/nlHeCDEfBMH3hhCegH97plu96TssCpAHiG16lOl2YZrl69inQ2g2cDnucgcizp8Ka1hSjs4Py5c1hdXRWgjzsdRHEXnh+Ip0yQZEkd8+yO7TS17HEg+XqC9bwswcGE5dgoyhwu0ZMhegNM9kp84x//EUvLSzC2i+HSEirLlvw80wDZbAq/E2HY7WJjV+G7RYHM2kVmKrymezi/2oHvAXWRidY9b0ytFYwq4XouHIeePqRLnYcCHIoUpQU1nsJSgCkKqGosaYWVz30VVm8FcLyDOP2Terwe4LhMVRQVbn7wXRTTMTzXEf2B0HOEbGfqErp2Mb/1Pq5WM2T7l3Dhc5/HYPVsUzJ4kH55gCO3m7QWeGgLUN729w48+R9af+jdHZsdENj54nR92rwI8AR6An47HU8LnAqAZ2BWorM6w61b29CVhqOVCMlEno84irF8YVlCXOvPnJPQvIR1jYFtOVBlgTpLUKUJimSMLCtQVkpIa34Uw+f+ci05e0rbUr5WKxs18+G+BQeWDDC297YxTqdQFjXuXVDllj3mHSh0Ih/diGmADCurQ5i6xjwHdndy7Mcehn4At2fDtun5M/9uAXYoZX2DlR5sz0fNZjcqR12kqKTFrCf69/n+FEFSYJBq6OKfmbTH4NIPwIuX5BpOmkebzhOM93ZQpHOK9cvNVSwQYBzDdSQyUhc5sukEu5u3JCpi2Tb6q+dgSbTjeP6xtWf19Fjg6+8AsXs0ZXSP24qbCUDv/e5pWgBvbgKXtxugf34J4oTcvV77+clZ4MQDPMGLrzB0cXYlxO5mhoRtWWGj0+libWUVF555BusXL6A76CHudYR4R7EaCsmksxGme/tIZ1PUZSaAksxr5FWFglr1ysD1AsSRhZxed1UIQ1VTn95YIGS7FKphmBwaWZqIWI7jsbMcod+AfG/fMnBRInJ9nDu/CsNkvlKIXYWS6nnTOTzLhW8p2J4nAM9SPurfd/oRgm4fs9EI2cRI45ua67odUdZL0xR2kqFKHczm+6hcBy/Hy+ifD+D4nYZvd4LC1lkyha4LhL4r94M6BZw4YxqFEZtKUR5YocznGO9uIO5ECHsr0n73pA1ontyff3vko7QAQf7l/6kB+qM8zlHuO60aEP+0Y/Cn7Dt7ANd9/RRFLT7tmk/Kdyce4Pljz38MXz9zbojxTh/EW40Ag+4A6+fOY339LKJOjJS58aRRsyvLAkVZCbjOshL74ymSyQgWvXPjolQKs/lciF2e54v3zpB+riqUdQ2y51hqxxI6z3fgk+gGB3ldIa9KUsWEhMfsuWtZCOwAsQOcG3SxOuwBqkLg2egHFgZeCdvKUZU1kEKEbrg/21CkB/B8F54/II0A49Ec89zGnEp4RQ6lNOZJLtdc5TW8eY1KvYde7xvw4iGiledgOywrI0guqPXH+fE0SGcTKRMkwDMCUmtqELACgmF6LdfCnDvfCwkxm2G2vyPpFc9fPRFXeZzvwMOe23fGD7uH07E9w/V/cQM4Sonbo7YUw/EE8HuZuK7nAK+u3cva7TqPwwInFuAbQZTGRCypMlWBXujhmbPL8NwQWe1iMFhDr9+X0rbx9g4m6RyWCcSDJ0nOaIPA92BbLsLeEDv7Y+zu7MG1XSHRZUUuLVo91rmHMTrdLhSHEwbIy0oY+jUB3vMRuTYcq0TAnD/bvVEdz7Xhey46oY+lfoxeJ8S5YQ+DiPl0g+EwxHAQIrBrlPN9WKoUER1D75Rd7nQNmFpY5RTc8cIeRkmF0V6G/XkGquyRyU8xGN+1UXcqdFwf9s4MV976ZwTL53A+HiDsrjSgx3A3Qw3Hyptvat5FnIeGNUA2m6DK8wbMhWBnSSSDREgS8DjndbMXgMvSxrpGlc+RTPaE+0DBIE4Hfv/j+Dtqj9Fa4GMtQMEf5uKpfHcSp6y6v7Nmnp65+TYvf392O6q1TyTAExIaRrvAAmAqWHUKp1YYBC7yjo9uuArtREiqCrvbO9jY3sE8L2HphmXNkjMCRUjwXR5IDakXxVC2i/GITWoaT5Hr8GhZQWIbRMO+F8UwegpjPJQGmBcKXMtzWTrnIIpiASqyv+PAw7AfYXWph6VhF6oq0ScnYDBA2LHgxyTCuaykh60KAXnPDlBx2OxWsHQFneVw3AGMbaNQwGhWYGcyx7woQOAPvBBREKLISvQiBeNo1Nc3EFz+R/TXzsKPe5LPd4SAdlSP0sPvVxwFo5CNd2XwVNS0zJ22uF7Q0HbDMJQyxqqu4GsfmuWIVYUq2YVWz8CieJEluoBtffzD35b73gOFbtrpjgX++J3H11P+zlEfzTuG3e93Yl5+vdvm4+/Xbkex/okBeIbiOUnOnXMhyHGJgapLlPkMrqegHQdxfw3jwsf+/gQ7e7u4cv0GEorWSNgbAg4EeDqyURxiOhtgNpuBtfHdXhdpMkEySyXXy/r4OGaIvNGep1wtJ2G2E5FqLap2nU4Ehz3fdRNKFl4AhXQYYncsGF0jTaYILIMyB0yvC9/vS37fsi040g2Pnj9D0lq6xSlGCfICdm3Bkpp4IM8S9HodDFfXMJrMsLO7h2Seoa5KIPBE/GU8Y67aw/bV69h+/9voLV+At3QRynLBNvSNZyuXcQz+a2R1mRqxJKeeYjqZgLwCCg+RDOkHHoLAkzQJB1yLZ4HveT+SeSLtc/3RGEWaInJjUM/gWAUqjoGl21N4MhZ4nD3lH/UV7lHM8wGmaQ6sxA+wYbvJI7XAsQZ45ljvnpofd2bdNRg/Z65b1yXIquZ3YX8F2zu5AF9WFtjY2MCtW7eoWovecFkIagR3AgOFcbLMb+rVy1JK56ZTku0qFEXRyNG6DIHX0G5D7qKHzu0YSiaIc9jB7xm3X1tdwpxpAIbnHVvIdSTg+W2YN9kAACAASURBVA6r2BVUzpB/DW9oEIYdBJEPv9Nr9kGP0yhYxkO1UNWjNG6SgW1u4QfwnQ6Gwy520gnODAd4+fkXwB72t7Z3cPXadeSzBEWl4VUWqLK7tznClbcvo7d+ARf7QyinL4z/u236JD83w7YmJmPpEuV8jMlkJPanHQniLFnk4Isv3hfeOy7n94t1OBgo8xJFliPs8uYcUA5a8ZvHfntbD/57Tf44esp/71EfbsmDeO+LI5J/sLL40M6fmAWONcDTKgtvjT/kdz4b8YgFHIyGqgpUEq72MUpKbI8m0ChFWS5JEmRZBrLeO9LmtZLcLkG+qioBdzai4e75mcfhnPvmS1rD1hXsiqVrEGDhORHAbYaGbZLyjICOZt7choT9CfoStrctRIGLwLXgwqDv2ejG7D5n4HAfpMnT2zShhOPrggxB9pxv8hB1lksr3LgTwu8EePGFZ1HMP0Q2n6Ibx1g9u46ltVUMlpfw4XsfYDoeQRkHZe0IyG9tbuHstfew/sLLcLtdqdt/Yk/bpx2YqoFViWRvCyyTW0y8H2In2xbbk1RI7gQBffFMsAOgbSvRrE+mU/QGZ+AEvtANFvv51PlBdOj2Oq3rf9sU7ZtHYwFq81PS9iTVxt9v/v2wpR5mcHB4P+37h7PAsQZ4/oAvfsQXl9l8pgSs03jwwqq2RUM+LRWu39rFaJIjCql+ZgvLnGF2P47F23c9dmuzIHNDWVSFNM3EW2c4mPrNbG5C+ro2rG9X0KYEnWjPqyTH7jEvbzlwbANjNXK0uVYYJXOEjit54zhoRg2ObSPwbQy6IRxTYCnWiGIPtmNJGJlNZgxTB44H44eSS+aAQdRzNJBmBaajCRB66PghlnorWFnt4ta1XczmCZZtC8OzZ+APh2DF/bfeeAN5xdC2g3mpEM1LjDY2kG7dRK/7rCjiLWx5POaM0jAiw8GUwnw2QZGRW9C07xUVP+mwB6kyIE+wVloGVAR53lvX9WWEVusSeTqDqgt4VA06VBN/90DxzrUvhnJ3lhy3JMbhMzvu71vv/ZPv0H+/cbIAfvcBw/O0AGvk2+nJW+DYA/wnmYgCNcaQLa3h2K6onY2SDFs7IxSGuWhKzxosLS2LSIwTeJjMZvBZW00CnR1KXpfe+mJi8xkCAUuwQO1zKYejsA2EiR+aUAYCBqF0cWPu3GV+nW1htMF4XmC1G0hv96VhhFpayTro+A56ZM5bQC9W8EJPFO4I/owgSyLCtkWURrNtLOvnBeQ1ytpglmTQm7uwyNZfdrF+JsZ8GiHwHbiOQejb8Dp92C+/hOvXrmK8t4tKa9jaxjwtMdrax97VK4if/QE4Aa//+GThJclhmgaxBHg2+6lJmCsr9tgDvfMsy1GrWgZXBHXKANM8vHf83iWpznEQejbqMkVVpPDCCI4hb6KJAt0ur7vLO78b3mmZA1bA4rFo560FHokFKGXLAdCDytg+kpO4j508jAe/l97HgdpVj8wCxxrgP/WqJaxqpOtYlWdCkmN4Pq9r1CTeKerIaARBiK4xmOUNaY6lVWRhE8jp/XU6HTkMc+sEj/m8yaEvPhMYFuFgAj63yfIMXhAKOHM91rQLCHG8URnEawMUlUKnY2PQDxCHDuLAFu8+cAyCmIDkgmBOmVvunymGPM2kDIxqbK5tQTuNeh4z+LtbUwHtMzDodlewNgxF0tXKR7AyHx1/CH85wvd98XP49lsKySwTsZy8AnZ2x7j54Yc4//o+4EVS+nd3ZORTbX3EXxJkORgry1IGUJVSSPMcpWj5l6Jex0hLHMdy3zgQ432g7Zl+IdDHVQdO6GM+m2Iy2oMbhAgdW6IavIe833Kv7r4WVubJqyltbAB+AfINz+LuTdrPrQUe1AJ/fuXkMOofJszOIiAq4JFN305PzgInGOBrGGWjmM+xdeMarl+9hlFSo6aHZjONbcQLZGc5ggVLqghqbPVKoCBhi4BCcKC3z/A8gYAgTjDgfAEMvD18zxfBeLEuHWG2c6UATuC5KMsCu/tjdFwLg66NtSXWvAeIOx7CgLlkILRdOJ6BG8SwXB9Km0bf3rLkfFhWR8RhOR/z+EZraWpjkVNYV6TRw/ZShFaNJEuQ72Uo/QydYB1hdxWvfeECVJnjX956vwFM5aMogf2tTUxvfohweE4Y58cJ4KUSQtfSLY9Ng/bH+8jLAq52oYxBAA7EGnDv9Xq3wZrgTrY9W/WyFfDO5pakNGwvRNgJQSVATeYDyZfhRwuRuYwTIwYsXawOBhdsLyxldoyuLLrUPbm/z/bIp8wC9OBPihf/oAz6xS1rAX5hiSc3PzkAv/hBlmwtAVwJIFRljiAKEUQdzIsaZM4zr62yAmy1Rm/PLvKDnDbDuWTBN2F5/ugvcvoE9Aa8G0+et4TfLYCA4E4GN+f0Hg0qRGEg9dZs9VpkTUwq6lAMB5jMEux7Bj40PLsP9qsnJ4BhdjgMSTf8AK2qJo9fk/ynUNdsTetA1ZWcJ8+LlQKd2IHLQYIB0lGC8fYYxTyFXYUY2wmUGmP4zPPodVfxhS9exP5kgitXbiEvasxTg+n+CDtX3sfK5/81HDtoNN4ZjCbP4TE+fw2sHj6g1ZAUq1o65DGCwnUo9dvt9qRskbaLg0Duj4gN1TXKqkIQRej0ejJY4z1lf+zecAnT8R42b7Ijn4O4tww/aLr+yXXynh5UP0DVyJMx9rduYjadiI49Iz7RcA39pRWE7EJ4wMB8nDY6bJ32/emzAMl2xz1M/zDe++KOPewAYbGfdv7gFjgZAE9mlSbZjT/99HgNikIzGg6v10FHn0M4OAdt3hHJmDKnjjyZ1QQPhYCNX4xiQBzzqpYBgE13WkKzCkYr2PTkqIqmyc52BVz5mdPC270D+AaORwKg5peSBw68AI7TaM57gY9K2xjnNYJ5iTAq4QYOHIb1/QNwZS8cwzC6ES9VrktVqKizCwPXskV+NvA81Ny3beB32J3ORkqJ3WSKomAyAihUJZ305oVBd2WK3sqzWFntYWc3wjwtUCiDcVphf/M6VD6XyIEliQzm+13Ykhh48IfoYbbkLVWVhmLdO8E9q3Hp4rMoilIGZ1IeF0UI4iaVEgZBMyBQlPFlToRtdisksxkGjoM0zVFcv4EqLxCGPWmxywGSMaF0DRR7k/RAXYK9TexcexfT3Y0mQqM0EpY3bl9HfuYCVs4/i6i/LHyJxTPwMNf6NGzL8qh2+nQLnAQi4sPk3xdXz0ECc/FtPfzCIo9/fgIAvgE8etIEX4KuhMulkxuZ0hqaIBV0hDvGUOt8nkHVbBLD0ipHAJ2StFrVoIps4PritXI/NeVgJVtNhTseq2Fz87s7gN6APEO24lGLF6hhGR+h64GseuaQ6UVWqEEeWyfqQlkOSm2BQ4sgjBF2YoRRCMW2s1VDHJNsL9MK0jCHCm2lEMrIABcBHKYPPAeVLmEqC/kkR1myqt5FoS1MJxX0XopBJ8d5J5Dz84MhfAsiasNwP9MSaaGxu72Jaj6C0xmIoM7jf9zu5LZ5bLmzvKdVLsQ4ytMyXbK6flZAXEiIB+RDL+6Ip849sGVvQI2Eg9w57xMjJ6QrJtOZ5OXLosJsMkbQ6cJoag1wQGaDXQKYmS+mO9i9+jam2zdl8OfSUyedQpVio/FmjboqsHLhefRX1qls9CTM1R7zFFqAJXN8HWf52odh0B++ZW9uAT/x/OEln/6eufsFA5+StxQKa6cHt8CxBvgmPE7td74aD5sAy89UN+MvPMPjSgO9lTXJhed5cVD2xlI25lFZ3taw4wkI7PAW+/QCNUqRn7VQy/6lQasMIJomMmwWw4bvDQubxyToc06PUUPJICFw3Yaxr5qcP5l3aV6i7HDg4UlPduba/agDSq0SRypTQWmyxFlDT3l4NqrhuTbCLoxQMPcsRfVsquJayHKN2V6BLGedvoNJpjBOcuS5QshIhXaxmtXwIo3rH17HaF+hLllP34TgOTCaTcdIdm8hWLl4cMwHf3AebEuW/x30fWUkRmkB9nw2Rj6bSHc/lsD5HAQxasPVOQgjc57iQq4jWv0Wywo5AGvGY2J/8iqiOEa3N5DwPTcm214a1xwMcnIvo5YwPJVifPN9JDtXYekant+RfLvcY3Is2BI42cN+OpPLjLsDOC3A39MtP+6h53u6iMewEhvyHOea+EfhwdOM9OLZhOaztOkJ6n9//aONbaji/a/PN9r2j+GWnMpDHGuAp8XpGYvnXjUCNfwRJvAyPF6yXloBQdhBf2UN/X5f8tiLH2r2bmdZHL1CLmNttCbLPQgbEl1Vo1YE2ibXTg9dwvKi2d4sW3jxsk/dsNqZK+dEEhy3lQGEC2gqrjkWLF1Iy9pe15eSN8cP4bLfO3u613Pk+ZwbS4kdSXYEMob3OXjhuR4gm5DhWAmoLRtpZeG961PsTDSmeY1JXiLJa/iugzP9SMrfejsJ4srBKJ8hyX3Jv0sJnmML94DgOt26hqUXvx/Go167BD0e34PNQYvmAK0hM2Zpivl4D9l0H8U8w2h/D7PJBLVWt1Mk5FNIRD1rqgx4H1zXQ+jz/FkDx05zNVxyLSgNHIaIuj04dlO+SIXDRGl4FEICRYcsJJMNTDY+hKlzBGFXRIs4MOR+snQO1jc4KkOpDCZ+iLVnXkTQ6Uk64PEZ62QeiT3Qv7wKfHP3ZJ7/4zprhumPM8A/yvw5+8V/mjb9x4E77wMHB399tWlB+1kDhMd1307acY41wC9Ata7qpi5crGvkxzvLEjjGhu/60BSX8VyQgU3woNd+WyjFdmRAsGDKO8hlXXrLtfJhbANbUZWONdfUstdSr07kYItS7o9SqQfOYjMwYBcz2AIqDM9z3xV7uR7UXMedLsLAkQEFiXz8nhEDqfMuMpRFJux7wzA8mQHM/VuWhPrpuTMkb2oIWY/evbE8jCYlNvczbKceboxTJBVr+W10fAXMpwi8Ct0ohKtyFMaX9ACBUmlyDjSz+qjLEun+TtOc5zFQ63j/mqmZkwfBPu8MxTN8vk1m/94OdJGKN769tYVsnoPWdlxHbE3b264jErsm1yAQk3RXssscbeY1gzdyKgryK2wb3U6nkQp2nOZeMyJiGeR5BliJDHKEi+B4sH0LOi+xt7OHqsihGSGqM4TIYdkuTLAnpXf91fMy8JJBxUn7K3/M5/vKsAX4zzL5cc3DE1Qv7zTg+lnXcK/fM+z+7t7Ht5H9JHA/vG82r2Euv+01f9gq9/b+WAM8L0Fy4QQ5hmRhpId6mSVNVzjPhuWwpKxAOd3HbDaWnLzrMe/uyo8/ZU7plRNsKDurHIVRNobLHumhhYj/dCg53zwjAFDUppLQv7DmCfCuJz3JWVbH/RBEfIveekNQIwg5gYUsHUPZAbKccrUhulGAQS9AELJ3eYEySeEUGayyIsFfwvNUnLPhit685zWDgSyr5Bja2DCOh0IxRK8wiBwYdrubu0irFIFro+dYWA4jrAzPIHMGcAzTERqanelkzkEL889NeDvZn0lrXYa3yeTn9R4FQ5yQTs+76RlA8mItlQZZsi8le+l4hMnONtLpTIRtWJlQFykcq+FYWJrnzKiLDT90hVxYVQbRsIeCEYzxpAFxDobYqMYCsulY0iDVzBclP/AZ8AP0Bl2EcQBdpVDVPmrW2OcH5Y5WBdt3EfghiskU0709aA/YT8eIaNduDp3nTVTlSCx1b3+oJ2mtZ9ra58+8XccxD08QZrtXAvKjnrjf3RQ4121IdytRE7qnd38vx2OY/4WlNlx/v/flWAO8hMvlikiAs8VzLxnetgHHZevQRv2NANzt9bG8vCTASHU5crBYcpUkd3LpHCywHv72fmWfVJPj+nfEUIwF+L4nGuj0vBlFJ+AstqPXLj1MLMqmKswziuM0ofSqVgi8hrEfh4HUaEdxJCDvWmS/1xLaL8tK2P2O2+T+CdzsUe8zH39Qf81UBD1TAp3v2VgexLBSg7NFKGV6zNyv9rtYHfRRV2TV1YhcH57XlJQpXYpaKwclValQuTZGo7G0YhXv+iiQnVC48NwXPV9ULT3eqVeQT/cx3tnBaGcLumia/lCqlwAfR5HUtXPzihLB0jsghZWxVS+HDOQpOCJNazsG0+lIQvlcnxGbuBOJxsH04PgM5VOjwOgM+cxGvx9he2tbRlZZVkp7X2WVUIWBzUINi8RFgzotYcoajqehWA/vtQS7+/lhYX65nT7bAsclD0/vmGQ4eu9HOdFb5wt7D3YUyoW30/1Z4FgD/CL/TXAngNZlIQpyVZ4Ksc4lCB+I1PQGS/jy69+Py5ffwfbWvjCpiyITgKUQCifmzBkObzqSNV49wYiePcFE1mFXMub7jZbQutTRE1RsG1EUCaBImNaBkPNydqSrikakpawQeyG6oYthN244cgJelM61pSUsQ8pl4QjJjgMG56DZDH1dORcuI8jzgh1GLZift9GJPPgslQsYuqc3zpyygygImly8Z2Ol2yi88VoYZWAVgdQIaIOirFHYthDZGA056onXIjhLklyaYra1gcnmDdRZip2bN0QvnoMWhuLJT+A5Sw48y1AUJAROZTDGSAvBnWfsBz4Gg748C2C1QuhJOd1sMpfBUZDMsLKyLPthWoQNekRgSLvo+x3Md3eQSoWFRppQaDuF5RWwgqiRDNYGXrcLK6XqIevsO4gHSwj7PCbvxBGNiI76Zjzm/bce/L0ZnF78k5wW4XgK0pyEicz+tuTu/u7UsQd4/lAzBFuVJKCR1d74co7nw3F9CdPykj3fxyuvvIyf/MmfxJ/92X/D7t6+sNLJrl5aWpL8Nj161ApF0CiXUcqWeyNjm2BLH5FheOauyUDnQIAvMq8t2xPQ5A89We70GClGQ2EdUcTj4AEEcYbcDYa9WMAmCBlpAIq8AD34PE0btjyBHc0gg7BBMCQvQLxfivFRWY8bUi3PtTHoxag85pwVkjTHsOsh12wow0Y4NmI4GFDy9qATHvfJQEATDCA5wJLQ9qKLnhxHzuzR/7fYNwcSZZZhvLWFzWsfQqUzkFhXVQW6JAa6PC/K8gbY3x+JrcejsejnT6czAVURIzrIwy8tsVSOzWWAOA7hl55EJsajBGlaoqg4oOug3+uh1+tidXUoOv2oSuxu3JQUgbaM1MrTg7dtDpoAX0L5Lmrm/fMMeV4iImEy7qC3vCykvUdvpdO7x9dXmxKwJw1gp9fCD39l95L7fvijtHt40hY41gBPkONEIBYP2Lak3zdRy/dZcsbTZ7kVPfMKw34PP/ojP4TvvPMuNja34DpczwfFYrpxB7HnC4kqmSdQgd+EgFUtHnzGkrmDUC9dRAI5PcqiLECSH/u4c5KwOevhOTCQWmzml5scMIvsGbrvhAFWhz0BmE4nhFY5ZskUqDIwQe+xPl/IYY2krjQ3YT94dqfTtZyHI4Q9JVr7nm2h1wlQ2mTtG3R9oN+NMB4VGGXMJXvwNKVrU/AEhNSnSA5UIIaSwUZWOc83zaaoKpIRD1IDj9wvZXmbbtIQ7BGwv4udW9clJO/qSjQKeC5RFIoGAU3I1MTe/p7wHibjMZKsktp9Rl7IjieoB4Eng5yyzBF3+9KNjyOybjfGypkVdAZ9uK6FZy+exzl+jqhVb4TMt7W1BVMrKYvk/hgB6Q5W4PohIjbpYVWFUsgmI9RlReIH3MCV2vrB8hq8IG7q6OUJaP+7Fwv89CXg6+/cy5rtOo/bAgzJf+PWveW+H/e5fdrxHlXp3qcd47R9d6wBvgmLsvzZllIxhtcbARiS6JrcuRCsTC291Jk373Zi/PCP/jDev3oVowMvnuI32vPR73Sg61KY3GGfYXsLk8lIVOC0TYW4Gr4XsDpd8vISnndsaRlb1Rp5UYiHzLx4RalZrUSIISCpj2hjAbFv4dyZAdbXutL33bELlNkc1WwOXeZwyfLnQEKx3M+CEjE28gQsKZ1jZQAZ34wsUGhF1SUcAjQHBTa9VxeqtrFfzpHmKdIS6AQ2HK3BdEFkxRIZYKOW0LEgXWtZ111X8AMH2lAal8ksxiskdvBon2lGN1SJLJkiGe1iurfdlMFlKfZHI1C8Jox8mEpJg6CsrDGbZdi4tSWDAkMhI2h0+zHiKJQBWicO0A196DJDlWVwlwbwHAoM2eh0+zj3zEVEcVc0+wNGLeoMOxvXMJsl2NufSM2/F8aY6xqDoIO15RUBdnro7BQ4p6b9JMHmxjYilFLqGEQ+OsMh+sNVIWw+WiOd/r2xBOzN3ZZNf9zuNMlqZKW309NhgWMN8ItbQF+TpecM0/tBLKFsevcSCmZsmzhFQRjlIx508IM/8iP45luX8bd/87cYTyfC0qaXzVw2Q7Aso6J3OJlMbnvkzAGL8Ar1yUvmtxtvnXPWrPF7Djh4XM59Djo01eII2NSbt9EPY7xwfhWvvnIOaysuYieT45XTEfLZDN04RpaWIoVLZPF8R4CKoMfIQFPfb4nSHgclLNuTZb4ngwL2p/d9gyxjMmAMz+Qg/Uu02Swbvq1hqgwOAvLypc6OpXgyQKJYjDawgy68oHtA5Gu8+IWdH3bO1AWZ+8V8hvHOJpLRFvLZFNl8gv29PRasY+3MCtgt7ubmDm7c2kQyz5EmhfQWCH0foR/LNYZRIF4775nFUD/r2A8EiUhQZN4e2pJ1lleW4XuelNx9651vw6e6oSoxLyrMSyWeeokS8WCI7vISVi+cBxy/URi0bJDkt78/FT0D8gU8B/DjHpbXLyLs9OS54D2SIZHk4h/WUk/H9r/0eeB//R9A1srXHosbftLBve1Md/+P0YkAeOaPqQ9PTXnWRHOi0BkT11SVY9iW4Bf1loWA5WmFf/NvvooPrlzBhx98AGUBk2SGJJmhH5JhHglQU+fcsvoNEz4vhDlPpbtSlZKXZ6cyho+ZIlCG3eDI4HYFHOllWo5NdVP4joVhHOPS6jJee3kdz1/oIvY1UGawdYEo5HodCUEvDYdI05mMScqiFK18svbtgy511Ep3Y3razcBFBhSOLTr6rJrnOXS7IV55bhXnz5/B5fdv4trmWLgFpqzgyLEYpmeKgfK5ClpZCP2GnT88cw5uRFlf7o1H48QR0sNN3A8HQVWWYrSzjTnBfbKL8d5eU9JmWwKwo+kIytjY3h3j2o0tqWvvhCHiMITvujIIcx1S2itYxgFb6KZaYXV5WfbPqAojKZ3+sogMzSZTpNMpjKow3tvFzta28C0IyCQFD9bOYml1Db3hMtyDhjWbrHlXFoIoZkGGlM35QYCV1RU4eYBiuovOcBVevIS8VKKT7wa+RBNo/3a6NwtQ9OY/vAb83pv3tn671tFZ4Dt7TS360R3h6PfcAvz92/hEAHzjOTenKszsAzARyVhFrz6U3DNbg+qawXODL3zxVfz0z/w0/u5v/w43r12DZ7kY9HqI7Ua6lWp0JLWFLGXrdZExjJ9XyHLKyCpkrJXmMqVAaVTXblrKirY9S6dYwsZyOsdCNwxwbqWPl9YHeOnZIboBYNXUzWd+nyI2DdhUJLpVJQgmmgI0JO8RvBkVEJ17etkalZUJSC1SFPRifdeWgQhrwIt8DpPu49UXXsKrLz2Lb717A2+/fw0Oa/QJjIplf2zKw/p7qsNKDRhsJ8LFF78Ax4/lnAjwDbSLb3r/T8+hLehdl1WN6XiM0d4WdDrFaPsWdrd3wHp0Eh1ns7no6wd+hDTfguOGGAypF+DAo4avtOPNYUqN+bxAkQe3Iya7u7sSOeF+nLKUAUpVVkgmUxRZgrooMEvmmM4yqaxgtCLudWGmMxQKyEoDVl0Mez34lo8g9OH5TAG4KD0PSZKiooxt4GNpfR3dwbDpJUDxIw4grTuSx4v7cujy27efYAFK17bKdh9vnMelRc+cO2vcT/LUgvuD3b0TAfD0MBkZpb8pinDS9c0IWPhuJIQrQlRVUZTGFWZ2b7CMf/XVHxJg/qf/52+xs7WLMOwgorhNEEhvdYKbTSEc22Bjbwc1qXP0HkW5jm61Izljmz3cKWpzoIzGMjbXUSI0E/sOhnGACysdXLrYxXLfh6mpj0+CHIvjORqp4DOvztEJJfJdG57V6OGTMKgdX+r8qaJHjXtbWxKyZlkgpV1Z7sZuclKHbzTmSQpVamkms35+GUvnzuClV17A9s0NbG/vYkTQk1I/Dx7z9tQN8BwMzq7guS99Fb4XHZSaNYOdR+HB8/FzmA5wWbqWo2JYfn9fQH8w7KFSJeJeBBshrm9sy8DmC1/8PFaXuijmI8xnc0bwMd4fk74IyyIprpHu5b2dpIkMxkgotB0PN27dwurKKlbWziKbxdjZ3sYk2QbJkhFTMVpjb38ML8nR6ZbSsa7X6yMOPLgBm/5E8CPyFYAOJW4pf+sAxWwMqy6RzFJ0pYpiLrXwru/LukJObMP0Yot7/e9/eanpgd6G6j9qMSr+HfVEERkS6k761AL8g93BkwHwRGIqrhnm4htBGgKz5KcPGO8M1zMsTe9KawteEGE5CPH9X/kKkCX4xj/8g3h4TtRDv9eXrm70nLM8wzQvRc+e2u4EZsrU2F4AtoAluDDcyz7y9N6pZy8EPxhELrAUOTg7CHFxtYeVlS48j14zc9G8IQwAM7zOrkgWFAcJ3p00A9ehRK0G980yPA3bbUhqij3rVQXHJpA3jW4aYhyQUSpPs+yNzP8KqyvLWF0/h+zl57G5sYXrV29ic3Mbs9EctnHh+xH6Z9fxpX/7b0VXnccSkz5SoLJkwGWZGo6qsbW1I6BKASJGLCzXQRjF2Ly2jd2tXTz7/CVceOYCqGlA7XzauhMFwrNgDbqdQcrmeD+rohTZ4IId4mYJPM8HkhyxH6J39qwoDaZVjXg6QVqUKMqGhc+0DRnwlLalrVlNQc+e3fwcljeyrJApmDIHz5vRGA6xtvb2cPbiM3B5byiMJOJIjVYCn5l2uj8L0FP9mUvAf3n//rY7zWtfpKJbePRXSELdvSjFHf2ZPNwRQ91z/AAAIABJREFUqHzXTvdvgZMB8IvrOqgPXwA7Fy/CpZwvfnxvz2GwvLyMV7/vNdTpCFfe+44Qz0LbIA59+GEsnnMvirG+uibiJ2VWNblgm/uj4AzHFgaes8jBNyI0VEfveBaWOh7Or/Zw4ewSeizV8hb5cpbv0RMl0jcvKqNR39x2m+52HChIpV0Dt83gQFVS9lfVGSxU4qUbw/UYCmjU9Mg0Z3vTIk9RpAk6w2WEHRed5TWcvbCOl19+BTsb29i4uYH5vEI0WMeFL3wFL3zlq3LNh+22MO3DzlnNwPO5+u5lZLvbmO6OEcYhwpARFkc6vRFcN29uoROEuLC+BqMy7O9uYzaeSYrCsisMBh1h4bsWhz0EVQPtNKBK71m0DABEXoQknjQ94zsxBmvLIpozmk5F/MaxXZGajbsdadO7tLIiMrbztEReJEhmcxlA7O/toswThL6L5y6eQzKdYjId4/neF2RQZ3GwJqmD+raAzsPa6mnc/icuNqz646rB/rjvCbUCjnqiPOxJEbH5LFuwRI7d5drp/ixwsgD+gNn+SZd4GOy5DrvQsRPbYGmAL732Ei6tAFev3sTe/gZGySZ6vWXEQYC1jgXVs1GshOh6NaaFkh9zojtBhTn9QKIDzMOyk42BZxusDmOcW+vi4vklnD23gt6wL2Q4et6WUeJ5Mrdu6L1DIYgcKErTuh78gzr4qmTNeCN4U7OEj/KyOoeFEralDsCF2O6J7CwJf1R0c5hXVzWqIpOUQF3lUAX70HcwXB1iaXUZz736kmjjh4OLCNeeh/L7jZd9kHn/JDs+yHJVVti48gE++OY/w1O5DGK05QhJ0WWuP8+lIY9tlbh06RJKkvGmI2YgsLx8RpriTKf76LN8sbKlMoF2Z8QmdyoZGJHwyPuRJEmzzPOQsRwwjoRH0e8N0B8sY2NjEytraxguL0tEJq9LhN0YjADc2tjBbDqRqgfXMpgnYxhTIl4eIvIs7CVjrJ5ZRU2JYq3gsqUtG9x0KDjk3B5EPoiNnvZt/v1rLauez8APrgMc8BzlRJW6k553P2yft3aAH3qm7Q9/2Cb38v7EAfy9XJSsIyFy/ih7jffYC+FlLkJ/iGQWItnPMJ9MUM5r9ByDzrkAF9eexcbWLjZHGcIgYnhAiHaB52L9zDJC5u75j21joRDHHsLYQ3+pg86gB98LUVFO17clDOz6DuoKqOpS2sbSc4etQBU+5uNJnouiQBrNlNVcVOcMS7zqSkq1qHhD8hgYwhfGvyWSudRsN2yAQlEcHoBtcR1LwtuVXdG9hcVUAAvmHBce+eTpSKIB8AZCULtjx4P8x2IBPx5MBNPFtBg8yWdZzP/urJzNE7z5N3+D0fUPcfbMMuB3kRKQU9bfe+jZlgxMXvzcRWRphus3b2A0nYGEu/W1dQwG1CVQcNk8yLiIfF8GNzyuTwlgy8FoPJFKhKqukdYVqvE+xrMpXMvG0nAJ2fo5LK+uodPtCeP9zPpZVLoWfftkPsfOzi4m0wK3bmxInv3FZ8/j4vqa9AlYHg4Q+R7yLMHFF19q1BPrGr4x0pI38H1RL1zY5CP2WBipnX+qBciqJ7D91yufutqp/pLX/+9eOvpLJLifhtD8wlJU3mNjmraj3MIi9zY/vQAv2NPIvVKcLC80tO3Cd0J0QgvesoNuL2zEVURYxkZea6yt9fAaWIMdSvifanYMLdMbZGqAP/CNwl3W6Km7FuLIR+gE0hWO4iv08JnD10bB9UI4QVe87DLPJS8toX+y78iyp/AMwZ4tXWsOHBxYLhNOuZDNqEbfNLmpoCoLdV5KjtsLGk5AXpSYzhN4/SUEnSFspyMDAm1qeHKMEnW+L1EBT81Q+yuwvRg2iXY2Bxx8BO4AdVPsfefhWQAa5wS128Am+E69eXIeFPJ5gt2N7+LMMksVHZRs9MN0h++h0w0RiT01rm3t4f/9p7fx4fUtKMeg14nwwrMjfP5zn4Mpcix1IylLJL/f811Jcdh+gGlWSJnkeDyS62PbWHIRKEwkNfAbt7AzGsv6586fRa/TgWdpdKIYsePivffew7fffhs3tieYzFI8s76Gz7vPYGnQg7IUrty4Ie1kO1EXsyQB3ADsZRCoSsSMTJmhhEataulQx4ZDt21xx1ztu8+wwOPIO3/GKTzRryn+Qw/+KPX6CeynJTR/+Gaxjp9a9G1v+MNW+fT3pxfgD66bP8Iso2NXsdmUrDZW1DVNTpirN4EPsJUq/d1aI9Ak6wVC5BLJV+ZfWXLV7Qn2EWz5sthspnKEoKUqAytgF/OGVCeMLoescvr7ZNMTtFk/76BOqX0P2KJn34SBmas3JHJVhWzDMYIn0YMKLAXjYIFiLNJ0xWhEMVn3JOSxjS5EvjedJ3CjJQn9k/1PzG6q3JlmUCKAU6caFmV3A17LChD0xR4NT+Cgb+wdp/0jTw4BXgYih+vARZGvRprMsLNxE0vDPgadANPJWPTcyR2g3fqDJYlYkHj3P775Lt65uoF4sCZC+TvpHMW1bViWh1cunkFFLfgsEcIk+QzsDEiSYxT60ijnwvl1TCdzZFUtjHlePzsE8ubk87yxi20w2t9GFFHdriPaBePxWHTw5/MZ5lmOWnHAZkm+fmc0wvb2jnQjHAzWkGc5+sODYY/V9BxIkin8sIO4T9sfGhB9xErth8+ywOpjIJZ91jk8ye+pz/+f/qkhHVLO9ygmgvtp8t4P2+j6pAX4w/b4rPenHuBpAPk5lv8agCdhjSAtWjKOB9sNRY6U4WHPcSW8fvePuHiwrH8/UNBzWdpGAR42rJEOdApO4Dc5bq5DUpwQ7O6UolmugeOHYMMTTsRhghdPJK/I1q6lfMyi9C1r2ctKwMT2fOkcp1DDCaiQ50p0wKJcq+fJsEKXJcoyRRgPYbEWzzjUB4Km103NHIbzSy2COgL4Flve2rC8iL13xetmKuDuiXZYgDu/Wyj68b1ljNSg72/eQDmfCJs/G+2K9C+FieJeB/2lIdwgxM2bt/DPb7yNdz64BeUGqB0Xg5VzsPMc89EObmxswspmWF1eAdQcceiJpG3ILnohGfY+PHtJFA015W2zQACevQJ4jmTKF0UpynbM0WtN0B9J61xGXvgKwhCdToRCKQyGHVgOu+yxWVCNTtzFcLgs0YOQbWc7HbDRDa99zgZBLlMrodwreTZakL/7UWk/34cF/vwKwHaxVPt71FENkutO6yTtZk/rxR3BdT0VAN8AFK3XeF7CsmebWGrbw5X2rJQ+pUfHDnWEZPriJLSVFYldgFfXUmNPgOOLYXbmyx3bE115diBjPpnldBSvYYtbltzxiPSQuS4/EZTlM5VkqUsvR6IsLr3VQGrr4RioopaQPfcl3rthbbeBT4EWxxXCGiMGbFrDvvCGhLuK/dUL6c4mtfws82ITG6Mln80cN1VDrTKFhXEjBxh2YQUdOA5TErzqxkZirUMgRpvduXYOSiwpH5uN9kTQRhVz+Z4CQSTGeaGHbr8HL/SxN57gXy5/B5fffh/TaYrBmRXsjfZgB33YjJb4PrTKcGN7D4kJ4VVThIGNXj9Gt47RZyQgNIgCH9m8EMY7G9CQoZ/O53IfKSpEG3I57zcHSyxR5DiLkRg2Hep0OhhSlRBNkxqWNHIAMTRdYdSHIcsgXSwtD9Hr92VAUEmDnhx+1AzUKI4k4QIZHd6x1RH8bZ7KXVL4pp0aC7CigN78r7/+6EL2BMDTDIKMTPBFrnM7fbYFTjHA00s+kHv1XMmbUqCG+WIy3Fn6pmuWPhXw7FC6rvF7yf0GgWwqHrRNCfVaBFvcA8+fniu9OFZN8/eeBWxkwrOmmlKx7NNOYObIgGAnnj7TAEy7awPHZfMc5tYNTFXA1rV44j49d0ujqOaoyly2b3Lc3Ib7bPZrS/63AVmK5jDXz1rtssyR5/P/n703i7Usv877vj0PZ7pDTV09d3OUSIkQJdISjISCZMAvRpjECBIDgfngBAgSA8xbkAiIDMSOnwIFDhAg1gOFAE6QOIEUP8Q2LIuKEylUJKsZNklJnHqu6Y5n2vPewW/9z6mubnYrTbC7uqru2cC999xb5+zhv0+dtda3vvV9Sn2SFWa/Lb3YxCOujC/P+ADSQv1Qa+gr04/3U/znuf7QJSX3vHesYiVcbtALAj17KlcLnd6+oaFaS01p7QXkf4G4QTCoqKujE33nuy/p5ddu6nS+cjPlTa2qLPTG668pz0e6lEvjLNbZypM32tfqzkJny6VOVpXi06X2ZyNdnWXKslxdi2JeY4RE5uZ9bzAiJOtvfIcQZKJXyD2NcKHLLFDzVojKUkUzqFgVJv4TxqFNWIwmnXCxi0JZZT/bP1CajyyJ62vua6Modfe8bZhu8OWZm6FvREySIqMkvCU9umcBdw93K/AuK7BuXZD/65+QMOj5cTckaR/1bV7ufOHf6z1+hAM8SzDYiNpAcIypnEP1G4c2GOiewbi9umatBtE4LzS2e5BmqL5T+tlHN/Paq3VpTHVG4BCtMZcXKmPqcsxouk7l/FReNzEfcaxIzWPOgqyr5qmqSQJgt7MLqwY3c/b4x+FDT2/d62sJ45gwUN96UsVoXS/Y8xi1tGDuENBIMXy+erVDox64uVxaMiP2g52uIQ2I0LjZe9WN+qGyGftBpXEBvD40cSAvDzWYvv4Pp8eW0JiIkBMagi+wOrujdnmqvlioWq+UhNKN1Urn61q3j26p8V434uJ8ubJZ9PFsqqq+bdefJiMVbadycSKSglE8050CSduxqmZPq5WvRbHW2Xqhs8VKZyeJplTVcSI87eu2soRjlKLWN6hqIACSRKFmiAlNqiCIHCyfj0ymNikqdXWg+dGxPHOtk8IsV+aHagokhAONpiOFo5G8CL3hwJAR3P9AbJjzX69XZlZEEgD5b2CNaWPsgvt7/cwxgaidqt1blwtr3ZNS+nH68vTeH0Vy3VtXSjoqdgH+7Wvybr8/4gHeXTZ1LNU5EK7nO/GZrqvVtKW6gX62bJ4chzFY5Sl9cVh0ciQ24N+qrGlrq62p/jwFibOr5cO/aWrnIx54mjeVJsOgFFVaBG0wPTHZWNzsAvNBJ7lAqY4vM4gZkGR1vW7OUWFgJLKuRqkOaVaCPlA7BEHPxvXQmWcwnn1uN+rvoW9UV2sltAgGQHkAaQdT81xLRkhMkLpFTrcv1Gtp1TvXHuasFuOA9zDmtwfY/KSSXy/OdPPVl3T8+is2btgyy9+XevXmib736i0ty95MfriecRrpyWuX9JHrV/T/fvtPVTSd2lNG5CI9dvmqnr0yUV3MzeP+IPcVP32otp0Yn+F8sdCdO8cqikbF8akTvsFHQIO58+EKGMeBqmqpjjYI1IfWERy5kroqjKjn+7k5zD399GMKolZJAnzfmRVwPp3KAnYIeZ7A7pwK8SJwbZxBq8W5ivXCkJZAnZEZ+3ykKEmtzWCKSG9bp92v77wCMMh3gjc/vDb05SHhUc3/qBuw9UWxgd35wr/3d8eFCPDWkyWYmXhJK6RQjYXuM2deqi0r63PDVodI1dWFPD824h2+7TC7aE+jgw9cD/zeo3sP6W7TqycJQPEM6P387Nhg49Foav1flNzM5xzhHSB63zfJW9TxCMCQxggkyO9SKWKNy7kSSH0vsuqwWhcKfEbHINX5JnGLiA7blvTVt5VJvwZ+rNYLjdkfmGoefAISG0hytZm69FUnD4JeSBthML6AHdjrFWWXzCDm3d5GwO+Lk9uq1+fimPPFXOuy1cn5ib7z8quqaiDy2IKws9PtND871Ww80r/yC39BP3j5FU3Sm5rPl4qHQlXp6cqlQ/30Rz+lrDmXF4wUR/sG849CX9M4VtV5Oj46trVgjp5eP255de1EgkjIsJFF/z/MMZKJDPFgnA0mvj+0moxSJamn69cv2VqPx1PTtSexQdo4Bg1IM5ug4D6jmlcUWAe79gW9fKWJlnPkcytN9w/MlCbJfENLHIfh3VZt9/eHYQWOv+us7w4/8hm99H/+pq5/5gs6+u4L9vgX/qNf+8Av4fduSsD2iAL9KNujIkn7Xq6ZcblpIj23/16efbGf8+gHeOIzDm1VZdayjtkOzOwEYlAzo2huh1b+ECiAbd4AkQ/qPQKyGzOzIEpVHkVWwfcepaJnQYhAy4d/h7wsZLiq1LIBth9MZIfA7LE/86QngG/63nTrcZKDSGfkvU5tA/sOpztfVdMK+VZ67xD2mio0rkDfdvIT2giuoieBoC/fAfPXpdqwFAY5qN+hx8650w4gIJLY2Gxd36otO8a9rWIF6meUr62A6ceK4txRDY1o9yYATbJEO+L8zk2d3bqh4xs3devWkY7nheZVaUTEK3msJAy0XBem2hclieq21fdfed2u6+rhTAeTVMdHR3bsq1cua39/pmJxrrA5VjQaK04zFetSXtVoliRKJyNdmqYmksP8+82TpdZFrfW6tHsSx6naoTIkpmsDQzn2pmMhUMNacn8g8zUo/0eZ4jjRbLZnHADaGCG9+jxxPvNyev9np2emfgfCg8tcPspN9KZYLtXavYGUGZoWPrr1xru42J8n7+nq32/W+Hs66I/wpH/yK1/Uz37pV/WNf/hreubXX9Cf/eOv2P/1G1//3bfs5fD5n1Y8fv9Zg8zK//Zr713tDtW6iwDN37v437wj3VxJn7m6k7C9d13e/vgRDvB0qH0jkEEA66ul/K62AGwz51WhrsLQBTg+VAAkDzMawhoNeX8wlJ4uO/1x/s6HOUWzjbYZtQ5InCDcm4lM125IV+ind42WZ3ekdqQ0z8GMbS6dcTX6721dG7TvU1Ezx93X6qtKXuQpGlqpMcsbx+ATYjutKeJ5Pf18dNo9JWluwYtqn3NE5x7YmTE4ZsOHAKw6hjtn6APn5Pe9BXmDnmkVeG400Osi9fXSPsj6IFdIbzkg+pMAEODtgTHUOcbJ97+j17/1bR2dLHXzbKWj1VqLptYTh5keO5xptSi16AdjuSd9r2w0tvM+unNHj1+/blr6OSz4stKdkzMBxZugUNTpigalTDR4vdIYtAKjGE/TyaGKotBisTB+wtHJXCenCxVVbQlBC/mR8UXhFDBolKeaTCa2RrwbPB8BYIiXeMFnyqdjRclGTCeMFNC3jyAnBipWc5XF2lCBMIzV1jI72doLDKZHiZDxxWRdmKGNH6KnwNq+e2tjs4gX/sdrywd3CajcP/6Xv6Tf+2++rL/ya1/V4uZLVr1/+q9+WW/88e/cPfE//cdf0Rf+k69YhX/3j+/jA9T+mDh4L4I4j5Ik7Y+yhNjg/h8vOwlbKvrd9sMr8AgH+A2Jvms1lEsNBPgBGJ1Y3UpdraGqNAyhWalCyKurUj7BGT05Cywo4bnxMApZmOw2WbeB3C1kW/BzwR9iXYsRDOIoOJVVa63mlcHiYRKbMI0/dCYxSxJRl2v19PTVKQp6Y9MHvad2vVJb1BaoqJhh+g+0CDpH5jPHu7YgfZGQdOW8hk4+jqZA+hwDWRwCP+0F69Mz3gcRz/xrHfMezXzK0yBWHCZ2LsDRfjxX32bCmhXimtvAC4iNLoBRbZuhzUmhs7I1MlySZ7qyP7Pxtvmyspn/DOc3WgNNo2uXD1XMz1Wu15tRMzdVcH56Zgx8rFwXaaz9qtTQJVZ9Kw8NyWDyYDzONBpnjO0LGeAIXf+hFceCdMdIWxLEZv2KWJDRGUIU/7D7xSTIVxq5+xCkscKUx+gE9GaIg0cAyV5dNipWa5UgEFxvNFjCw0REjXSwiRR18qPSEo50VCluMxM6csdxa7VZuN2Pe1YA+PnVBzjA/9FXflUEbyrzybVn9I++/AV99ku/KgL8vdsbL3z13l/f98esE8S7X/nZP3/X9N6BrC/qxvX/3qvSLz23G517p/fAox3gCSxtqbY4s+r0buDDEDYYzPmNni2VLaNmwOMIxtD3RjceaJd+OAp0BIdtcDOYuvfczLvJ3EIwk9midkVhAYXF7gK80Su13bnyUWqz2GHK3woTnglMbQ7EHMY7PDdQhM6CBhU4hDqTxW1aqzjp+6PW5keBQh8TlLUwmQnTRH4UqelaxcnIYPogiOXDNYBECG+ADAV4HWlc2gEDYj+Q9TtLNPBYH2J6FbW6cqkuHCsI0OPf9vnd24f9EDCn15/Saf+HeuX4yIRjLl8+1M/91Gd0sB9rvjzTdG+ky1cvK89y4yMcHx9rNpno9obBz7mkMcTHVHHoeA55jAmPrzSJLLjT0mBD7hY9ez/wbO4/y1NLRq7tj3UwGWlV1Lp9fKbbZ2vjRkCCpJVClb0lyiFaE8ehsslYUYoyIJB6oJAsgKSO+8tEQtfr5PhEp6enxtan/RHFiYnecC84J1CEOEutHYCKH3a4QcC+Z28hPboV232/dwUedHIdgf2v/voL+sNNoKeir5dn+qPf+Ft2GZOrT+tjf/lL917SB/aYRAiL3X/rz9Guf5RFbd7rwm6D/M6M5odX7JEO8Ei19s1afXGioV460Ro030XAA3Z2M84Eup4SGWDX85RFAOC91uuF5Efyo9QgeCPrWX+cf8dIBolZGO4sLDC9g7Kp3hFW6dtBbd2pqyotymNlWaxhAoEsMH9zSHb0hduGYNtIHjK4lQUJGPj0oM3bPogFao9X+Rz2OUprKLvF+LRhbDNY68DIZOotYFN5czZI5UYm3uOSFPaPAAwJC2p8oBmMDtK7p2/fmXteoMbPFUYTGfS8EeOxnr9NGHjKDq/Jy/cVpSe6PMv1uc9+Wh9/9nmVXWnoxyQfKQ4jE+QpvVbXPvKMXvj6C3r8sSsG8+Nl37aNVeKjFK3+1tTrCM6sHWtNIoFJzNHJqXTnVJcwksldWyKJU+W5Z6z3tu91cGmq68tOr7x00/r0qyJSvIQkx3X5yvNc0+lMydhB9kGEIU+ggAqd/GJwzPmyKi0pYxTPAjl9+6Yxwh3nw2N+MgnBmq0WnGdg+x+G6Q//D9v95S0rQH/5Qd62lTpku2S8ZzD8//I3PqOf3xDsqPDvV4BnnejFA9W/m70sMPVuc+I+EA1/7vpuNe5dgUcowG+U1wc3k0xoozJvqEYZoapXajqg39rY5IxvhYjE+IMGm62iog80MBNdFSqXK0VpbgQqm003CN/Joi6XCwVBbhUxADYBgoBEf5sqnDOxUO/5RuZiXq1YrnWyvKOrBOXWE37nBAkg9CgKzYNefaV6TcXP+JYb0UIpj2rX0AXGy5pOGSpyJvZiWnY24ob4Ds5y9N2Nzd3DJShdpR5AKstEL9mYeZjbMBfPKQjYv7XRuoiZeWBvfOrrwrgIqNzBH9gA9HffO4dXrisb7+lg/0A/8ZEndTDOhYd9EIc6JyCvVmpQj9vb0/6VS1otVzrYm+rOrRv6mc/+jAVd9OEXCwhryPyGGqWx9qYT85HHEhfxmqgojBx4++aRXn/t2KD08Xii2TTV1WuHOpzmZkLjJYn290J5na/T03P5fmf9fypuAjLIA7K+0XJpCEhsOgS0XUK7d2VVKQ1Ca9NY4hE4oh5vFptAcFx6u36CPBlXGEei9cc4Y1tXTj0vwrSa1drB9HffLPc8eNAreE71q3/3S1a1b0+bqh42Pdsfbf94H3/Sj3+3AD9LpePiPp7MA3woiIYkPBjS7Da3Ao9UgCdcIT3LD+uPVwt11bkFdoIPjyHYBSbSHijkucDSXqemxwSms6q7aRnVwtctgl5vVTBM+buqdP2gsq/Mxcxq5KZVHFLzQ/JiQhvGPH1bziIyb/Egngid2PP50ua9A9q9zKh7mzGvgZE4ko5Y6w64ODFImTE94PoOEZeu03Q8svGz0AvMZpbXBMDo+Ja3pBWNydOCbhN8rKdPHzpI1TMupsTIbi1qfgRyvhgFLFeWqYTZINTb+nClplzJI8kJcAi5563iedp/7En9xb/0l/T13/8XuvXyd9Qsj/Xk1csKkkQRPe1RrqqolVatumww8Z9L1647o50o196lQ+1df8K81mmLsG6MtqEuB+TNKuIZ79F+iBONp2c6Pl3o1tFcd167ZUH9+GSp555p9Pgz15RPxoqjkT4+nmhxdm7udmdn5zo5OdN6sTIS5SgfqVjTLkmUZKn8gRYIKE6l8/O5BXe7d21t/fuiqQ22D5Sa+FBbt4bogPLQU0FVD4SmLgo166V6FP0SHPo2Y4y7T5m3rADVO3PeD/L2T3/li9Z/p2J/8R9+8GNx72UtgOpZt3eaPjjMpA8Tpr/9+ku68rhzzfm//9lv6i/88hf1/W+/oN/+X7+if+8/c+v39//2l+8+fi/X++M8Z+s49+Ps41F67T2f2o/OZVkNb8puS1Opc8Yj4PD0ypF1bW3MiWhj8+YUW/zdGu5UeyQJvcHXbta8l0mUEuRslhwCG6Q2dOhdFe4gcVe5U80T+AlaW7U6o7KHgRbzO8rSxPV+rb/tjG8op9MQl7tEcZprCDubz2dUDz4AbH4q+yxLTU2tGlojBw4I4RCke0iCVJahBh9CnSPERQmvlIrKUx463gAVatM45IAes5nToGOPPC5VPj705VKK54qasXy86N/29kDK9ac++1klQa+v1Sutjm7q+Hyu2f6+rhDINagpSIIQD3LudsD/MNVv3Lmj/GBP49HEpGRx1oNX4Eecu+fIiCaHK/nLlY2mXb28JzzbQ/+GXr9xW0Vd6uy816uv9eqDVgdXDjQZy3T6r1490PzUtUGA2o0gibIv5EreA9aTQUIYGeJOZVHZ+2HVLa3K5z1B1c69s577emVoELPyYeqmLmD8W/9+o3u/nC802keid/K2ldr9ul0B4OYHfXvmL37RIHhIdNXyzE6X8bj/7hfd/4DHfvpfvXsJkPDu10ZyhJf827dr47f/5f7+/ltfcUH86hPP6Btf+6pG0z299Cdf1zf/n9/Vi3/gxgq3j688/vTdZOCDOkuqeHryO616t8KPWIDfhiECHAFrYT14D7Y4wQVGvLHSUZJxGvPMx/OUhPdnAAAgAElEQVRhbspt9GExZyEoQb7abBav+ZVABIzdw95GotYlAeY6v9kf/V42gvyWkBZEoby6Nia8lrHaLlDbeWKo3dT1zLENkRxffuhvCHWNWhTwEKihEg9CC/CMqBF0IHyN6V1v/OlNn97Oi6oSIR8q/kZ9z8hYbD3+llmvgWQAslirthsUAVVvpFbZp5pWYe+pG+by4pG6aialE8mgZ7cgpC8Q3iZ7Uz3/iU9qaGq98t0/0VCvLcBPxhNzaZvMJGxsIfVxDIx4Di9fEqJAJ3eOJPgLxsr3FWdU/iZ470b0vMBY+BZUMQLyeh1mIxtRzGJPq6qVH4eKIl8O6j8XfX/g+yeffMJkZ9MsVJ4n8v3BuA5RHBjSwfoMtDv6SkXdaF1UahrWtFaa0G9xgZ1zo+XCWKK9R0AaotTeGpYAbKR7uU9VVVp/nuRgt/3wClCBPgzw/L399S0s/+//Dm/Mt24Q7+5ngMd57p0CPGdFkP+w5uCp0v/GL7pE57/+rRf0t//DL2o1P9Ot11/SP/h7/7kt2s3XfmCPf+lf/5J+6d/4YAmKBHfWYucZ796vj1CA3wZ3LqxV167UtlRepTNX6Zgd99VYbW3h3D60O9zibJQsMsKVDakzdoZcKVmAzcbjTkbFy9gYvVx6va6H7oxreiE+M/iD68HTD7egtjGH8d3sOosdxiM1va+o92xEDbOYIPLF+JxB/D4Jhrst9pPkox9UlS6A2H5BBpjHRsTFRvdQ2guUbpzwapzlysqEa+IsNH97P8yMRNjaxADlPegFqIWTyAVBYGKOIB/0zPfjH3OqtjzUMG6ZHntrW5mkwJPS8VjXn31es4MDVcW5KnrmVa1ROlJRzhWkiSKEZmhIYMYDcW6+UFC0Wqxv2zmWXSfEcBizi5LI+vYQCCGvZWi+p4lUl0qiSFfDWPTnOXY2m9gc/+JsrtNbt1XO51yAVgcz69XjJ5+PM2PgOyJcau2IuihVxmvjW6zKWuuqcW0QnObQGWp7Y9Bz71lj7juvryDYta0GEjHEgzZTDtskgHvD+8OyR/f/a/d9swIPQ/V+780Cnqeaf6cNAh7z8fdz+/qRU7jL3+ET++OH0nklfRgSrv/bb7gKnsqdr7/z339V3/iDr+p/+Hu/ao9Zo//03/3C3cf3Y81oWewCvFvpd3i73I9b8EEcw82cEZSpwqlQMYbBrY0gDpGMD2wqeKpeE4Sheg0JrlSsrkLnw5lqLMzGLrgb1t3bSB2KdDikMbYVmZgNH/Yg2kD4raIssb42gZMPeqvmrV/rgiFVNo5nRrtnJA6GHqYyauR6/I36lkF9Wv+9wiy1fm65XFvgxZSFsbskSJSNIQAGFsjYA+0F+vJcmzG9Y6ejT9dBva8khhWfqO+XKsvGpgQ4Dux91iQAcYAt3xH0XesCE5m6WNiYnf82IQlbQ/IfP1A8GqmsS9OTXxSl9sYTRZ6vs/mpwiDSJMtVnp5pWKxVdNKtV17Vk49dF4F5sS7UJ4lO5nPFearDwwON9/aVznLNLu8pySP5Wa5kNJbHNcrTpTRRHPiK80weZLxrrerHn1Rxeqw1M/Rcl8H+sSaz2NYJ9IDJhK6BwNibxzuBumq53429BvY+7Y5VuTbiJfdVJCXwL2gdeL7qujI2AkHfxIVs+rA3lzzbib2PeH87QZ0P4p3+MO7z928+HGeNah0KdlTnbw/w/+DffkbLWy9rfPVpY9ff7ysCAXknsh0iL7/8rKtcqV7v11w8lTr9dip3gjgbPXkouX/tb/6tuxD99vGnPvdme+ODXDvsclH3y+G7XvDt0QnwfJ4CrVJAmYTsIL/tFXTA6b3kdzIMuPGc6hzmLRHuY87hzZ7i+cZ290eePIhWjMvByt+grrClnQ88LHSiG4HEUwkLPAgUdPR/nK48AcCofhsIHUgXwxtGxypsXWsSEce4R+aUxITAbfNwfqRszBhepW5+TgN9A2U7JjiBHngaV7nAxv2c1nyY+ODtRlbDD9ULGKyr1XSFghYDmV5R4F5DHCIJKlH0Y37eD5UEqaK+UrvRABjQEKjW6vCYv+c/Cksc2rhcoD4ILQCWxUp4w7dVpSoINF/jwFdrFqaqj89058UXdfTqy6onl7U+P9bt01LrotVJUaoIA63k69bpy5qMIgVhKmWBPv6pj+onPvacDmYT9SNU5gLlh6xRp75Ak47kDMU9Tz1VfZy4kUU/NbvXfC9RYP7wbn3sOunPMfZmYjtOvGgoasGih23PF2r/YZw4yJ1EDq8A3kJBYBa5AzOLAwqB+UYOGE5DpdOjY81mh0q9SCAzNl14L7B0zxpepIdbffWH4ZqB6O+F6e8957/2P97fqv3eY/OYPvw7Bfjt84Dq+UKj/Y9vfvC+8FTsX/67XzFIHjMmKvcXv/ZVg+evPv6MEe0+9fkvaPv413/n/q0fQX4X4N9Cjd6+TR7en65TRtRFsW2t3nrOmz6v6KUiV+oMXZg+wxymq1zlTwUOIQsWu7HlN2S6vqtFoxpBmK3LGHBtU7xJBzbI3vNMVAViFpX7tn/LT6pdfrrHrrgj4Pe9k1vD851oAPHNjGgwoTFeAK3vyCpcmCO8nr9TrSdhZlUq5Lpt39/IJVGo0JjckaIIv3RIg6jhEhA9g+4JdJwTSQnjc1jYotDW9HNzaEOTfmANVaqvV2rrtRDJo0LlHOwh6QskNNCLDjc8JwzEvPmd27e1nM/NrnUUdGpuHms4Old/Vqv1Kk28SEFRK4ITWLU2WdDPZiqGQWdnJ9rLp2oWlfZeH+vxywfKkkjRCDY/Adg31KHolhrgC5S+XVNdloLrsHdlpjgdKcE73oiJ9NaBMUi8WAHO26AHC+p102m1JsnphBgPgjg5Xu8bRznQENoWrFfO2F8WK4xjQzkgK7YtPIDM1gJzmvn5ucI4U2TqgfAxdhH+QZamfZg+7YDp38tGRf+py9Lv3SdS49//O192aOfm5Oizf/pzX7CAf+/j93Lu79dzGB38sAmI79e1/Dj7ubcw+3H288C81ljy1UpDvRI+7l2PVKwzjek6z3rphpobic4FXQLkNjmw4MzvNnveWM+YIFu1rVmDwrAnGTA9+E0gp+qj/0pJbwIym9/5G/th42fTEggRS+G4bsl4Psp5sLsJGFTgpjwXAwk7dTvg5R5IeBOUq7pSiZTtBqJPYm7joCCKsVLRgPlMEFlC4zvE30b9UL3zNwzx7bmR0IRhYv1xSGZlhXALwRq2OYY0Z6pXZ0oPUP/byta6c+fSCPhA2zbLH8c6PznR2fm5urpRzJThulZ5+5bCqlfdh1osl/rY1Uvy8KXvW9Vtp9PlWvOiVLg/1vL0TDFqgkOnNIws4CZ5bpMNNt1gy+kbs55EBZGeoUV9UEomU+XjicIkN4EeKm/T+WdtAoI2ynaliedUyNGWlcq6scSMK+LeL5dLFcNKuNAR7C3B2txH1j1kP/Ar/OBuYkWLg4SAhIlkgPOCx7DRBHKLdYG/P8jStA/TbUG+9r1uP8pz3+s+3/48IPpf/y//Y/szgfwH33ZOfLDogenXi3Nj1G8fv/31H+TvRzsBIFveRyfAEzCNENerZ9yrKUymtkN61SpWi6GugqMDbRU0wjS+PIRm+kEN898Io1C9m/hNYBU/BDuC53ZD/pSAwoYk6tCHqpvKCFl2DtRtVrkT9J2WPc+FLGcCOxGmNdtq2BG2CN4EMNOPN8a/QwLYA5KqVMvYxFoQMTQB05PUjsPrmERDpIf57KpuNZpkVkGbljx8QExujOEPgrFh+gPTD663jLkMxjNdh7c9hDYCXq+2nKvCFtZMdRwy4a7cfed8SFoIeKjGMU9OAgSzfEBDgASjrnSymOukp2HQ2ToNbaeibXRWlTqpCi09X08+8ZgmzdqIeo8fHujKwaHM7z1110IOBb+hITkAQWFOHSnbLFEA0340MZe9AQW9rTodE/Xo+7etJUXnJ+daLObGpeBeQCzknsNtsFHDplaAhgBVOoqEQPxwEuw+QBZ0yZoliXdRHhQI+XK9HO6le8W9K3VxH+8q+Pt770Hyvnn7/hwzH89sxh1SHQGf7Xvf+mMtz0/t697H9+eM3FGA6HfbIwbRU8USANQ38trKCGNGpqOCRwoWS1g60S2/dzaOxQexEbIC3NgcGc70cmDEE8WtemMm2prWGy33Dt6aswmNUlftQ4oLIhtR43VuXMohBFtonSDoBYMSoie1NiiCkf5cQkA1bwPshC1EaxjTimJ1cSPVlQUjWOhpMLaROjTSTVSFNIJxLvlWcdartXISlYRwxDUMxvo3c5rBwc0ELGsNMIbHtZBEeJ453HlhrYHWQNepLZbyl6dq6sJ2hQAPQDf9fK7BmPhU0gReGOnLtZ03VrfxJFdRNjpter28WOiok/XGIaxhDHO6Wut4vdKyrdSnmcr1Sldmh2rDUz33zJN67PpVjSZjBbGD/3Huw3++Wi/ULxeGMDBXT788zsfyYqDy0JjyDVMNsOI3yAhKevjJA8OvV2u7ThjyaZLaPUBDYA27vqqMHY9WAeTFfEOYRE0AlT6CvY38MRnB2mEisBUMYlXgRJA0Wgaw+4hhPO5+VJMXZaVZy3di0t97/ffLG54e/FbMhuM/+8nPWBV/Lyx/7+N7z/F+PN6p2j1SAZ6A6BzThh77VYdNG0nOXNiYAa9lM/H9IJNlpSdN8LdKlg9mquJYgU/fOjB2udnEGjrQa0DHvoeo5qv1Ons+Tmw2WmZ9WxlBi5lt3OKo5NgM9jdWvTOWiWPIfW4uHJKchzc9FT90gJ4wjecLc/YI33hGFAu6yBCGAVjec+Q/giR8gMGU01C/o0cdGbxMz71PqPB9U5QzbXwP1n+rAJ6BfKHhzhghQjNM5nHNZdkqjTGkidV0VPSF/GKhYnluc/jjKSNqbk4cSL+pKwd7LxZC6Q0UxAW3wFTtjs5WOq9aHTeDiqZUUAYWOM/LSqcQ7BhRjH0laaBicaanZk/r6rVn9NGPPqPL1y4ro/fuk7yQuNU2a98sz9VVa7Vdr9CPNJ7gFTCS52EV65mQDfyKFovdrrGZfJKH89NjLZYLC+Tr9cqeuzedKiFRQtwHSeGydbavgae4CRWFqAsyNol2gRNJsvZDzMikC+R+mNiEAtK1rKn1Xwzi2cA89+PT7AE9xoOuXPeALtu7nhZoCNr077YR1D6MmXhU7D7/y1+0AP8gQPSsD8nQ4bst1AX5+6MD0d9zwwgw9EW3MKrB24w69cw4Q71yrPW6aY3YZp7vQagoCZQkuXmKw45HipRq3EPiNfBNzpZgDRILgY3e9TDQlwZ6Z46eOWrHoud0OA+ev+13UwJve+/8nao7MrtStOUrG1Prtn7vnm+JA3B3GEhRmBhRzoOhbY5ugcq6smoRJIBqEoSCY9E7tuPC3GcM0PedM5ox7N1xCeYkCvSiV6ulCLtZHFrgh7BG0PMHZ6izXiwUnp4rbaTxZN9Wz4kGIaffqViujEF+dOdI8/l8A1d3in1fszDS9PIVLV+5YfC/X9QqmkGvnM91rk7hLFfW0HwYdGWc6frhVB/71HO6ev2a8inGME6iF8Sgq0uThGWtSFDCNFc62VOcT+XZvbBbcff4Bq0bQkLiB2KCbWyk9fpUqxWuf5FW69LeD2400KEmVP8NbQYUDzu0/SHLO54FSIdb295IfbRPQAm4JyRRWQaK4Fog97wldw93K3BfVuDoPuvSA81/7bd/y2bgn/vkZ/S1f/abdyH6z//Sv2Yw/Te+9jv2874swD0HYVTuom+PXICnH1xv+qTcXOsRW3/ZsdkJ1AR55EktJhqCjSY7VuCeCdwgqEIAjHIkYl2FTH+WALHVIIfEBkPdBGeAZDGZad28OsGKIEBksH7shhznArFs/IpRN4IC8+4gAnR3OwxMUgK5m+MfauRqC7W+p2yUKctCaSApQE++sYBi8/NbMt9WYAdhGZjwmySDwMM6uEQDvf1WAcz0KFGWTTSb7auuEKgp1A4LDXVtMrP09tfLSsv5Lc2jl3Xp6uO6du0Jg/RpLQD5I2ozPz3T/OzMFOXoZQODj0YjeWmqcYgpj3SQM4fvqYsC/WC11PfLQsuuVBdKozjStdlUzz11Xc89f13Xnn5C2Xhk8+u0WAigaOzXxcq+0PAPs5Hi0VTZ5EBRPpUQ92cWv66tn249cdMnaFQWpebzczu/83ml1RLRIPgBvbq4c6/ZoA9JgpBOaD4CBHYjaA6+GGVkTVlLW094G0mq1vTsnR0v1rgp93VL0HB34KJ/xuyu/z6uwP12l/t3/uaviq/tBiQ/mjjRm+3f+El1f783W4sLXsI/WgHeIeJWQaEDvx1RIgjSu2aMqoFERg+eoEhUh2gFVI/SzeApCWOnJDf4ajeiObwx+bCn4i6KyljagxHbQgvMLpjXqLxa1RdZWxYYG2EdV925ys8lCwR2js9IHX3ieuiVoMPeUyUiaUvANwFcE76hiqTvHceuMgd5CENXMVLe15sxLnrDxvivKnOjIxByDgQmjmmVKKjxRoENbQAfRiHHCyMTu0myscrzIzVBaYxx5trPlo2K5nvy/FhD08hLmDKQmoqe+9KC+/zs3K6dsTLGDT/20Y/qGpaxZysL0J/42PN67eSOXrjzuspiobPItxn6LJAe29/XJ559WlcfO9CVp64qmY5sYgFxImB/eu8Gz3eNmqLAIFejySVl432F6cj0820mngrd1pWRQ2bTaSHUJk4DAY6/LRYLE7YxhTpTAgwd98JEkHo1ZaPROFO67fubPLFvxkLcw/liocl4bGOTEPSCKLGEgHXny4h2GzElS7Du96faA3a8dzJIecBO8aE6HSYS/jyI/sMml22NZ96+qFT3u+3+r8AjFOAB3gPn9hWlasJYyL2bGhkM9CiWH6caykZ1U1r1bry51qnQYVk6mjryGhAtuwIGpi9uc+6Qt4ZBcTJSkGSqO9zjCPq9VZrmY9LSy45l5jaI2HgukbAEYIMq+D7ogCO2oSJHsceIFY5uyM16ONgNVISRPL9zvV/IgbQWvEZpyi3r1PmBI8YxqsdOIOW1g/qGHjsnD3u8t8q874CmneELPAXE8rDCJeD1w9p84Oknh8lI+Z6vanWuYr1SnjqFvLPzhc7mr+jS5asm6EIFa3xxztfo+07JDbTCoQSDBfkySZy+exQaalJ70hvrUmmUKU0jExGaZYGefuaarjx5xRzmxnuXTO8dEaDWkrFGfVNqaAprUcB5SLNUUb4n5He5534HHQ7nezMSVD+0QngDMh3kOXhvjBqmaaIsjzR4mSV1kPc631PRtE4muGuVwnHoG0v0CPLce+5pR/YWxUpHqWKU9HgvkStBurNxQkfcM+c/2gF308v7/5/6QTriLsC/v3fjzxs5BJKGQb/b3ArshG4eKZLd5hOVQBVlCpKRBUG71UZgg8Rm4LnZqpod+4DFKr1WyGrA2ARxxHDMj84+wK363RjPEITT0Uh1SzB2ELipuw6QuagyXUsAWJfABxTOtq3YGb0LjcC3Fb9xkAMByEbxUD9jntqPbVSNNoEXUjXDfKcnD2vdEG+rFH2cYgbPSIGQwSDlAUen41xexDw9Ova9k1e1UTane2+B2EbxBmPKc6HI2IYo5EWJ6um+Vqe31do4nhPXWVdLC/om45tjciNVTW39e2bHq7Kw4A5ET0LDz5dv3tTUCzWJAk32ZyqHUt1rkQVuKvIsjvTUU4/r2Y88pcPLVzSa7itMMiOzlVVpYzflekGjXyFkRFCIIFYQO54EUwAmSoQPLxMA8B9a/O25bvT4S62Xhd1j0A1eP80j5SmudbREPNWGONRmQkMwT0gEw0EhfIXIzcJba2ZwpEh7PxivwkkCs0/WE3ImCRO/cyybWHCfM7vvuxV431YAyd+/8sw7W8d+2NX7+3aR79OOsp1U7VsUSN+nZf2wdkOwdKAoUqdROFJrDilubtk+9E2I5k1ms/VpW0bgAvMgR2iG11LtrqvaqlyCFRV2C/N+IzZDMCEgI4bCVtW1DdnbSN5m/G1bzW6rd47FfiFubcj1Fgwggjm4np9OUhXmf+DRToAlwvhaaIgDlwcpjiAD4x8OAcpu7I+eftdgSlMo6rCjhe3e2zlzXI5PlbsNQA6p3wQj2ODWN/Zs7nvv8mOqy8LG0JjXBypfLZfWw0biNR431q4gmaBKJongeouiMAgcNTvaGYydna7OLUEZV1PdWJwYKkHzI449Pfn4FX3kI88YoW40nckPU5VNo/PzMy3Pz3R6fNsSnSxLNBqPlWeZXadP0kNw58K3/AMmDxpEa1DfQyiHW9LZ+UD8Y7M2S98oj1NLnJAYrkpnHdw1jWL6+vAvAhI+J1vL2nHfWU8qd5AO7hcoyvYeRxA6N2JJvCfQFNiupx34gn97YiztZuHfvzcB0r8E+bdvu+r9rSsye5t/xlv/9WL89ghB9NwwAjyjS5E8oVnuFOks7JvqnIPc+fDu+tqCHUxq82onUJeVpntjE2rZVnwEfwKj6cgnsWqqaCRvIeFZz9WJnECUY56eD33EUZrG0VkJEFvYmuBqIjk2/k5Adzr5Th+Fqg+xnUZM4KENT9UOk99+dq1p5xdFrfGYuXDmvRFg7e3ceOwSBZdE2Cz2JqADqZNoWC9/k11YcBqcp7lxASzRsJ0omezr8mNPanl0W227tpl+LFnfeOMN3b59W+l4T/loZPscT8aazWYa5SNLIri+69ev62B/X4d7e/r+d76rH9x4VeXLzPEzQ97rsStX9NjVS3r6ycd16fKhQsRkfE/rqtAbt+7oz779XZ2fnTjBndDXbDbRpauDqdOFiWfVN/eUar0jauPJzlhc3ahcL1UVS5upJ/lgQgCEgeuF5BjbyFtnmvKLdakCid6mURqRNLhEBWtht5aO0wB5DlIlAd7JANP+oP9OYuTb1EKWppZ8sNbwP7jXnNpu+/+f296t0Y+2Av/8NWcd+/Z5+Lf//qPt9dF79s4T/hGD6PnQty+CVctolAu41ifdGKTwwUsApmU90ONuO5NLbdrCCFNh4GvddPKjyHTh+YzGPtTY94xOdRDnIKVR4SEfR5AMnJuYKdu56g1Y1xKLDYRLgIUlQOAwsptpsFFVEu0hgLWmRgdJC18c+uSmgmeVKo8CNS0VuUsyvJqKHH4cyIIvZuthf6/LQh49940jHHuhL8yxSWwwbOHcSFwMmbA2QmuwdOSHaodKtedrOttT4jENcKrZZKX18rZu37mjF198UQeXryof5ZrMpmrLpY43trVxQm/a6QK8/MoreurKZX3uMz+pTzz7hM5PT5QEocpg0BNPPKE8iTQeZRY0FUZal6VeefUN/csXvqFXXr1tiU5OrzsKtKo6lTayJpX01P1AWe/6/wRuC+5tK8b7kNcFfSiLQsvFwpKf/b19FcXaUIWqH3RyvtSqQOEQG+DaDHvoz+/tzaz6Ho0ZgXSyvOv12hT6chj7ea48H1m/vlyXWq5Xdg84Pm53vJccj2IX2R+9cPHgXBHz3UD17+YP/+Cc6Yd7JtP0wz3+g3D0R6aCh2XeAzVTtQ6NvL6Q73XWD6VoDTaucCGVGl7ndau6qtVWqKP1VnUlOWSwWpHPCFwkrw8EUw9ZVWxlGdeiAkTDPE4z02+3Ss+T9X/jDOTAbV7A6yF/uR68tQME+91V2l1Hlcc/Ohc8C+ZWQPtCM76BNNZ1qqkmPd/m5dkZ0LfJ5nJNFoRIGhi9Y9++qDYJ6H0l+TDBMZRJUNtzpitdNSi2ETeSoMr1rQeIgqEpxHFSJi+bpcqSWKP9PR1cKnQwyfT6a6/rG1//hq5fvarZ/p6yPFU6HWt8uK9oPDJRmnSUwxrUYrnSK7coc6XLhzMdXJ6YAx/ExfFkahUugXGxpMo+0Z3jU73y+g3deO0N1QWTDq1aOAlDr+Ozuebrpepm0P5sZUjL4WFtCALrz5fti+cUCNigzUsfHrEgN0sBvF/XjbVejo7PDEkhYO/PJsqT0MxhMKFJMsYdG0VxYMGce7Rcl1qsFvYewC0wzTLTPJhN4QJEirNck709JUD43FLaHbvy/e7nG6xvrE532/u3Ar+9qeLv3eOu5/zmarAWuwr+EargN7GS8G6Quxch4/qmOYpVevShqfhMYnRDdKPqxiccIB41M4hS/tZRDvEYnueCNLA9fV3bbD7bydsaVs4o111o1hG6LMgwJrfpgdtxN2x6HgPxGyFvcFU9f6OCJ+HAfpRzNWlU2gTMy0cuYENgo+dOwKIFsO3z41UPhgHxrIdF6G/HAZ05Cm0GVOwMXSAokkA0tTpkdkN3Pvwbkq9+lGkIkXIN9MRTkZ575lSv/cG3dHbrtv7g//pD7V++ouc/9rwjk2GYE0TWg+ccMZvBWQ2S4cl5riSNlCWeEux3/UDn84X9+2K+0JzH69I4DgTyeqOEBxLAF/D5uqiMIx+iaNfAd+hVlbUFddATnmdQe9dpvVpYgB5liWthtJj4OPGh1Wqt+RI1Q0+TbGKEOpzjDvdGRqhj3QJPQqYWpAdCIWubwdofPKdq53vmVUAAh4Xfmj8xSEpgSM7dDO/Nz5oL/2jHpH//3wIoBP6jl97ai9+xxt9c50vZm48v8qNHpoJ34DwVM0EkkhePrLri5hIcrV+7+aCnp85G75lw3bWNQfL8DRibmWoqQn8zx86cPB/+LVK3PqYzVL+104ZH4Iag37eKwtyCJoHZerBUcr2D5bd/syASBFZBEpypMgeId5uKnYAPdM74FzrvxueynMVhA9u+P0GLY/DT4H8Pgp5TX+Pvdn2wuxPkWzdkNG9Q4xHsnPUsryWAcm44r/UR5LdEfpDatSG7ynz83v5MP//5n1YYhfr2d27q1huv6J//k/9dQ/uLeuLJpxQFiSkAjscTAWnzRS8+z0aq2l7zdWmTDW1RablaqCpLHZ8cG/QNUQ/YHZRisSodCuO52f3tmqFbAH+gWNc6bs9EK2G9Ln9tKpYAACAASURBVGw6AEGd6Wym27fvWFsDHoNZ3SLm45N0lMboZ41I3tD0n6aJ9c2B5UdppDjwlDAyZ2vq3hu8D9hsbbrWEe0MbWk1dLXSPANCMbSD9TRDI3vBVn3BXr77JunSDir9QN4H79SLf3Iqveo4pR/IMR+WnWKZu9seoQqeoOvCGo/Qdk3lmfKcq8AJZnxZldxSKfO70xaHNEeQjjTYc4C+GYmT31tlz34IvPTf6cWbSYtBwOiOO6IcsZwgAlzMcbYBwghghhzwXCdhStVJrW2sexKHFlGWxsh9VIv0/AlOoAckIIx8tTYb75AB9k2iwIieC/JuHI4FYD8OGdgSxoTOrb3XCV0DJjr04jfkPyI5fWuT9sVRj5G5cK1yaBSFkYYkURinunp5oi/8wqeUpb6+/YPb+t6fnJn4zGc/9/M6vHTF1PCuXbuq09NTC4ocEN90dw8QwoVDUGthxLeVTs+Xdq6gEIvFWi12uh2gC0HTiQBxr2w/JF128lTVCOlUKsq1Vdj8QxxHOj05Ud16mozwty8VwLXAhbfHfa62+7G/P1Oeutl2mP5U/mGEG16gCK0Eu7eQM9wIHMfe3lMCvetdMIaXyg88m7LgPiU5CIATuok46A6et/u2/QaLfre9/ytAL/5//q701z/x5r6f298FeFbjUv7mmlzkR49QBe9uo6u/GKFyJDQ31gQsD/t9EONQ9gUMXlMFo3IX2Mw3QRP2exASWDCbISAiDUuAZ6bdN0ibOXsChxXGBMeNw5iLQo7dbQGUAGXMcVcJEqjRtgc5sKk0Kn0qd/zlGfGqaqVxYv107Eoh1IEkMGJPTU+fnYBIMKnayv4GNMxGMGScjfYzTHxc0iDW8ZigT6AisCu29McCulXIxllwQc2QDJKE1bmp63VJqj6JFSS5kmyq2SjUL3z+k0rHsf7gD7+jb77wxzo+OtcnP/1p7c9GxlJPU/zlQ0tagP9xZ2u6VA1tAwR2wshkgpsGkx9fVdOrxrXOEirWvFdkCRYtA6ejn2ep/JFnWvkxTPjIJWBD4BtBjp457Xo4Eni1t2WlKgyUp7HSSa7JiHZGbVyANN136AqLBszOGKRNSnhqO19lVdttBFngNVxLgrY/SVbHuCH3G9i/0XgqZdN9S5bgdsB3gHzJurv3oXtPXvTvsLtRWS5+BD/zi75m7/X6GZk7KqX/4FNuWoHK9TCTju+zJv17Pd/79bxdBe9W+pEL8NaLR+Rkfeq01ZtNX9t4V73EjDSV+OBrPJpa4OdDO/Qi4RKGv3u5mivLxyqAltPMCHc1QSTOTdKWKt35xxJU3Ec5AZTK08RtgLw3gisIzoa+rxp1M5Og7SwYheYHT5VNbbsR4QlCtWYL2yqMwDUHBcjfNi5ZIWqgoY/bHcGfbTtHT1Tq6o2wju+pWldKMlTXsg2E71mA93idmfH0FuRNea2qDHVgfzUkPjHn7qmrItVos6elnScytuM00ed+6mNany31+//y+/rWiy/qB9//ng73M125cs1VvEjvpqlB6McndxQHg2Z5aueNU09lwbNV3Q1iFp0kKgwcJ4J7kSPUs9HzZ10J8LNJrq4plYShZpNMQ8fMf6jpdKzJZKSg3zcIn4RtFI+tOp+OIo3HaPhDMnRv+GycO82ArjPOQFvXUCesFTE0nSZZpuW8UhCwvp2Wy0LzxdKMiPYP9o10uTxbKQUF4bzjXHE2NfOaeLXSeFK719LMv4spuWNf5O9PjndEuw/q/kNg/K9ecJU86/zkbBfgP6i1ftj2+wgFeOahjYuuvl6pL+bmPkZfFSjeKtm6sUBWw5w39PdN1y+DYC1gUjE7Ypaxs238qpKfJAbjkwgQVLfwuFXBG9c4g9k3vXECkyPlMX+9GVHzUZcDnKdvTlUPbA+D3SUKccK4XavYIHVHjAM+7iHXkQggN8ureU4cW9W+PaY9b8Mo59iQ8Ohbw6bnMVU/Ua4uK/s7iAZa7T2IRoXxDiNebj1oIABXJz1QtOMY2AjYRkOfFsNPfeo5vXHrWKffekOnx6XNmt8+OtOlS4caTadWxSJ8Q9mOOM6tW7e0P5vauXANoBHrsjIdfc5z21rA7MXaGxtSIVA6QVwdqMRYoyTWbDJWuVpbYCaAJ2moK1f2LVnjmlgbvtCbJ6ni2vmddsbZYm6P2S+ueyW9/LIW/vXWgtm0aSD/UcHb/eW+9TIfgjh2YkNL3mNerLILVPfSpSgyx6z9/X3FWWoyvK4ls20cPWwfDe/f+SKvumPRv3/r+U57Yo3/iz+UfuGa9Pmr7/SMi/U3eAjwES769ugEeCo0hGNUq1neVr86d/ai1ttuTK6UIEIWQIsUKNgERVGlM9jVBVCCElrnPBcpU0KqMecJAGVvRLMgcr1wZG4JGgQkAgGBF4Y7gYPkgL+xb+B+gq4FHyRlIWvRP4e8hzSuR987sJ4y8+VUs7QE+HsUA85HVuVzLLcfJ4nq9u8mAyy52QSz7bmERgh0CQHnY8pvTNRvEwX6+G2nEHW2oVO1LoQOgMnnWA8BHf5I0di5qPE6Zt1Zl4P9iX7m0x/V0fFS337pWJWXmf96P5xoNB4pTQm8jJMNxkofj8emP9BVG+Y/CUSaKt1o6Vui0qAk6OxXx3luawhhryzXmo5ShXniEIK+t6p8MsmFyp0fDBbMs2xk0DnrakkNSRByvZvynfG16XTqEj50+PtBTB4gZ9t7gZbrSk2/VmSWsmtLWrYQPRD8/HytKGpc8tT7mi/XqjrZDD/Pu5LnqoqV0nykMEbyOHzLJMdF/bD5n757Ua/8/l83kD1f/+ZTUnWBWyJ/drwL8Lz7HoEAbwKsDg6FHFXNVS6P1K3P1ZalmhpnNdTKEDZpBQxLRW/jb2aZ4iosgicf+NY7J1jjAx5Edxn4+IePJvvGeieRoF9P4OB1wMI8Nuh+0321AL95vH2eVamhZ2QzArhV1fTvrZqX4hjonR6uk8/lBrF/12B2DH/rtVOJ140hwPToTf1OsjE0HlN1U2U7udQNjM8cPNc0+Kq70s6VfcHgFygH42ddb1VqGqEah6a/09NnDSNIhZt9IOc7zid69onH9bFnb+v7N+7oznqhyousp142vfb2PKWxI6+VnmfMeoRtLLkgKQoCVU2lxZL59tqCJtdKcoDBHdWzBX0U/JgiML/6SCcnx6qyVHvTidJsJGbXSdq2nAXUC43jYFoGvrMA3sgEc084BmvM/peLpc7PFmrKVr0PD8PT8em5tVoI2DyfNWpBG9al3a9GeMWvtXd4aD1/9gcD32McEiW8ttHi9ESTg0OD9S96/f7C0a56v/9hXqo2LakP49gPwjEx3vnmHeknLz8IZ/PhncPDG+B5A3tu4O3u97ZUtbitdnGkbnmqZj1XW63VM1Peu+p96Dx1DR/cW9slZridupsp38mppRlhishr7HmY7ozgESAYaWtMbIVxOgxa6MPjOoefGZW45zkVPeB2tm0FyT7pecPw9pFO3VjJ9j7jbr1Bx8ipbvIC18L1nEY914iNLOQuIh6yuDwPBIArMbY6M9qMxYFKgClzjbD0OT/OGgTDTtT9TpCzuXIIeiQoHfBzrX7dKYx7+V4rL4+thx5gLet1NidOwO2CUONJpk88/7i++8oN3fnmK1o0ndbNoDXJR99qOh0Zw53RtaIIbb6fgGnBOPCVRoEq3NzaTkVXCNh8tVwriVHZcyY3zOWzXoy7LRHuGRrFIclYbolNXVUW4OsEAqIT82G9RwjuKHVozV00pbtroMN6lyXa9a2KqlbZ4cIXab04NyEjCIkkCp5HK6Q1CB/eA+gM/xb5kPgyhXFkSIS3IQZyfQ1+AOu1ggjewYf3n/tBOPKuev9w7sKylcYXPLv8/qkjHF67wFMcD2+AvxsFifMEp0b1+lT14kjt8kT16kz1+lxNuTSynQiMVN2dk561Cpj/eybSgtwsjx2czfx3hiGJqbq5YB1QzVMtN5UF57YhqMOaDjQwTmaFpDMpsd66zbVTfRIkXLCiD4zDGyzsgPhsLHtXpQO9U9G7/rpjfVNFkiyQSDCwR4XYbER6OHVQBKdoS30L2t6JMS07b+RumTszyVon7mOowgZ14DFz4XzhSQ+qURRouVeKPWk0CZQHvjK80Q0G7zR0lbBrtUyA0bI40OPXDvSZT35Ef/rSbf3g9sL+iaAbi0SoU5ZnCr2RufVZH9vaAIFza/OkSY57XG+tjQjUAelfLFs919IgYKJCp5YpgkZJhNY/SAfX6bvpiEFaA6+jZ+C7Vge8B1fJO3SF/bDVHTyMXj12v71nZMZwCBQNrQLbH9X62hIeCJejkRvds9f0jOTFitAfqGuNRyPFWaYoSRyBEUc7+vZ+aFK52YikwZEh7eAX7BtCLAiy7Lb7vwJntTTezYLrBSR9n7u4qnYPaYAnuPYGNyNFOgythnquen5LzepY5fpMTbFQDWxczFUXhZHJUIjrWl+Q7PB8t0BIYCxL5xkeOQcxhFfi2AUaAiG5BMEHr3XY8IPfmruYych3+I0nG5GUN3vkVMfA0CQFBG2ORQZB9QcDnGSD3j58PQIVgQP4uizLDYOb0s8FMObiqbwrgrE7HXmWkLgUnarfKnSOs+mdkzBQyRqzf0O+s983/WgX7B0CwKjaalVpfrZUWdY62BvrcG+mw+vXlB/sy4tDeSj31ZXxAUL6+FEiGPkE8KeeONQnn7uil2+eqkLkH8JZQT+71aRttD8eKyNIb+bLMX+xBAOEY5DGWWqwfGbkOIR1JgajHx/L3ODaqtQoy7U321OaeMpzp3kfR45MZ/fI7GQdj8JV3i6pAqkhoeI5rC8aBk0NzO5Mg+I4Uz7dl58ltlZvvHzDBHOMG4GdbDsokYP9+Zgm6bL9bMmOMCxwI9wQ+7jvZG+JoSb3/4P9QTkiM9oIsey2D2cFzmvpiV2AFw57BPmfu/7h3IcP+6gPZYB3XVf33Xzdm0L14paaxQ01iyPVBPhqpbacq1nN1RSV6nVtVqt1H1ilCxHLeuDMfaNFvxlpIhi7ESmWBjMZzyBiKu+6qwwmBx6Pc2fYwpA6LQAqRAI+H/RsFnQgWW1m1AmuVIxA3YzFWaUeOrtWIHSCBkkAsrmI7DAKB2ROMHKmKI4shtIc1TZxmtdsCX3MjqOax8axOB93TNdHfsvf3S92jlXd63xR6ewMhbnWjvf84Z6eeua6prPU2hEUv94QGbrfeaXJzbals0XFvGZvEuonnrusf/FH31FVIN/rfOyZNGA9xuORLl26pCTwND8/s6C9rajRBUCoBhIdCRBiOTkjdaGvNPQ1z1NDIsIgMoJjgkkNhL0IhryzwWUt0eHfCtUA9W+v3QV1OAtOu14+ZjjOoY8EKopzTQ8ONT7c03q1kh/FFuBrtP3jVHGCtn8v3ALZl7U1NkqAXFs2gE448iHLinVwlDhSIkmW67dcPKz0N/5EIsjvtg9nBeYM6+w2WwGAzIu6PZQB3m6WlbJudpqxuGZ5rL48V1vNNbS4ilXygF2p7iHYVbWKRaHTFSpolRmwRCbLCgzuqms+qJFbRd4VdnXbUq1RRaN41ygbT7RYr9X1jlhFYGkIxlWpKM3UNq4qH43G1qM3f3nfv1vJU35zJMhu9m/e1hENoRrX50+SVGWB53ssfMyBiwkUjHshXuMq0dBaBYyU4YzH36jUmWAHAaBFwBhaWzXO4YyjmpStU7yD/b8VzVmsKp3NSxXrxvrcTz/5pJ5+8pLyqJc/lAoUOgb/AE/Bjf4xM8acP2gGxji+ah1OYz39+FWdffemJVBkznmETK5nbPSjozuabKYTDiGodZ3B8qwrVTFGLQTPti7lj2JNx2Or7A/3Z1qukL7tNcpjrZan6rtSh7MD69m7NI81dRyG5cpZw5pWfwWxsrPAzz3muv0AASHWEaY9JjH7SmcTC+oY37Af7hJJF793mOOMciGqk49iJUl2N4FqgPshbtKGMX5EZ8I+SeaCPu9TB5g4MuZF+ZDBCAVy3W7brcCDsAKHF1jV7qEM8HfrIa9T16/VFEdqlicaiqU81OlsTn0jDYsrnIduPKz3RimENs/XclWrWfHhLHOIS6LEPrjni0rZJBGypllE1QqFmw/wWItipbJCVz0WFR4EMMRxUD3L0SOHTR92GvMBz1gcjHa8XymBO6RffUVpoqIuzPu9x8Y1GOQFEOMCq6BtrA4oG6W6YGtVPyhOEdLtVLWlVe2Rt7F+hdxVu1nzal2aGh7VqwnYEGXNo979NyPw1w3a7I2hAwwTzItWd5a1mqLT449d1pPPTzSdklAgnOOQAs9LFSapFCQaMOIZQuvdI4azdWxLwkAff2Jf3/reK4LgsypahUOqw8lUl/YPNZ2MNc1SnRwfWcLCOCEJEnB6moQmZrM3m7iWQjeYtzv7pPo/GKNp35jKnB8cmFQtXu7I2pqsMLU/kXTwlSW57bc1QqAz6UGwiPtMQmestwh1wkT5dE/pZGbWwfPzc9147YbO5ks1mMxYUkRS0BvMhwIfaEdzvlCW5crjEKNBQ3QgPcKNwA53NIWzkLv2j609xMyLw7Rj3n1HrHsQwtruHLYr8NiOZLddiofhJ91mgE9sPUs1izuqT99QvzqxHjGEMYRorCpnvptqzEIjxim+RqNAA33qetDpcq3lmiSBQNHYbDXCM1Fdmif8aFQpiRODhqnrqKTT3KknAPPCPIcA17a1Kcz52LKq13JVGJxrRHYCj5H7qJ5bhanzmSd+MHPu0T9HSGXjZEbgyzJgfscBMAtSz7cqF1Y+ED5jW1SaZbWwx0VZar1aq9kMvhLg+bJzhH3HghGMDLrvVVe9ubaVRa3T1VJl12ma5bpyONHVw5ECj/E5AmagHqIh54+fPDB5nAjVfjIEkpGtux5Q+yyPFMEeRNDevNZ7E9bh2oDNGf/jHFhHW8s0FShEFDH73quvartvq3Whpiq0zyhcNDZG/Cyemi7/7WP6/J25x3n+erNfh+SsitJeT+JA8oL7nF28F5qHO+Q3n/sZJobG5KOJBenz+VwE+Ndff91QjJpWCiz/0FcWDUo8t+5J4hnngHYICZCpDraQFLEcdmOLWMlGaa7BJyFzPggGED0M/7V+zHMEkv9vX/wxd7J7+W4F3scVQLL2IsvWPnQVvIM8me3u1dJrP7uhdnFHfbV0c+4mZAMk7SmIQkVZqsTmvFsHVw/SNEqVdr3S1NPpotPJvNViXagAYsekJJYWRasoXluvlx4xxK58NJJP3xzp2YaKLbbg7IeJmamYDSv66ijN+VSLodquMXhdQ6S2q6yqB5Lu6i17nn498+nmHye87EAoeA7Qu+uxI8vqBGKqstJ6vXKs8dqZ58Ced1MBzuyGIMr1U3Fu2d9A1exz6H2VFYI8pZNq7Qm+mS7vj3R5FmscyNoZQNIkHuEQqwkaKUYQH9e9wYh87IvA5fX0myOhQT8eRQajr1eBYnzSo8jm2+lVM3uOmxzja7Dh+RswOhU4vxdlYZA9rQtkatssMQMYqnj0AbJJqmw0Mai86Vod3ym1Lh1jHa8AkABG/Fg7SHWM9EVBaD4CQhcgihTQt49TAaGno7G0sbilDXJ6dqrj42N7D3Fek3GuScaIIFB+ZOOHEAr39mauVSHMbGKlgadmvdKKtfLRDUCHIFKcjiwBJMW4KBtyqbu++0W52w/2daLHz3gcsr0XeXvoAry7WYOGaq769Ia6xR2pwVnBAffGKLfgGBAlFePtzYuoahlzKx08jjxsnsTamwba329180g6Oq01X9RWZYfRoGGJYtzKAgyz2aM8196+E2VBBrXzAkf2wrmO+fcgcnKvkL9QswX2B0XoajdDHxDkO4UBAQlFO2byUdnrTFWP4GtiKT09dkeU49SptFdLyG2+Tk/PbAQLAjoEPAIbBTrB3ObjqbYNNKAf3JvwDHA9PXdIYr6olhs1ZBihpzTKNRtnunSQ63ASqV2eW5KD+g5+55znEDkhnF6R/KgxQxU3Tk+wd7K4e3tTHe4v9NjlfZVDrUCRJuORZnt7yiC94VQHcQ2zmbI0GJ3ATDpTVI2WtBeYy+9ajVJHVCQpWRdrZXkkT2OFkafLlw+MyLZariygM8POWjOx0MA52Gj+ow4wxLD9IcdFCuJEETPscaooyQBVVG7WhUTq9OTUzot7sj9OdXgwM3JlXSPtO6heF/K9QMOkV1W3mmA5G/hqVivVZaGetkuzUjXas7YFSQ/8CO619egf8TIeWB651N32YKzARTf2wVXvIs+/b9+FD0mAd7D8Bmc2EZV2jhztkfp6bQFOYayAcajO9Z8J6kDywRCo9V01HxM4htagVQIpAiph1Co9iHRp76puHdX63ku3dVzWJr5CNY/cKKYoy3Wh82Wh81VprOnxaGyV72g8scp+urennnlqn8rWt9fZmFwQqW8j9X7tAn1fmeALDHAIasslmudo5RP8EsdAh2zGSF/vFOuwR4XhTuAmOMKq973I4GdkYwlQVQ2L37UNYLGjygZfH6c2RsI8LzTegDUsvNYCHwGWKjeOfE3TUEO10vzs3M124wqH4AxGLLQ0rIftghV/BPmvEc7Bqa4flCaJrj92RZ/6xPNat6+pbX3N9ia6dGlf9NaZD+fcbcOnnuQrjlS3nY3mrRll7HtjyI9HiRIkfU1oxnoLiPqa1kGUxjq4fKC67fX6q2+YwhzBmrn5Fq+Bhvn0saEVzKCTZGFbS2Lh8x4JYjd3XxTWP+fSSPxWSxAgxzmYIYnbNyrqTuuKJM8346Hbt041n695gQ6nI6HM1w00bwY9fv2apnGrII21PLmpNM+VjycagINIwsiISEMfwUAPoQ5i3W57cFZgfYGZ49wFRuOsgp9KO5Ldg/O+fJczcV13xxMfNJQrDetj1eVCiNIwzoZSXd0WatvSGO+m78aHb894VG/qaH0cqi6d9WvgAVcP8ntPXucpVqNnDkNdn17Rq/NGN47OdbqqTfKRAELA4jhn5wSpQYs5gZ759USjyVQHl0sdHB7YvDeVMv3aPgYWTuSnNtFuRjMeM+AD9qZQ5goj10GwA+8+OT0zSL4dqHCpeElY0KtHR94FnzjKVbSlIw1CJQCeRzyH/vKAlSmOsYMRx2hBxyH5kPOtT+LQetuMB5otqxcaGTBPAuWhp/M7x8qSUL3Xyo9JECrJw9N9kBf2GrxOfhIpykYK/EQxvedyqXJxYhU5s+4/+5PPGmrS+SNN9/d16XBfkyRTPV/KzzOb+4dwR8VPgJ8vV1rBfG+dSQzCN6Aag0HjibU3mqrS+uzUgmOcjYRef5yG6v1eZV3a9aMfP+CmZ3PuaNVnRgz0sMjFDnbw1dW9XUcHUx9ew4YHwTEPDg706stvqO56repedd+ZhC58BxKD1o/UdbWWRaG96VhDiCWPE8HBpvf28YmuXz/UwOhilpjzHVoMGeREOBbME5D4uTj/Lu/zh+/PCNkwErfbHrwVgAoTPWLvt/e6yvCLMZzh62OH0scP3+srH63nPSQVPIvOOxWYvVVTLdTUVFKtY6N39NdhhjvIGhOTvqXf7dzAtn174GbfH5SNElWrYrNH559O9WgQtu/riamvx6YH6vxI7RCqKHsdnxQ6W1Y6Lzut605FM8jrfWPlh02rxdmJjWOtVit7h0wmE4N2YW6nGVAtxC0pjUdq+loVs9T+VMkoVxRRnS/VNGcahkrd4NtrPbMKICjw1atrqMYdkYy1gOn9JpmQf2sNeh6CwfYBuQ0fdmRs6UGzhbFj3HUdlTd9f7euuKkxK4YyX0ow3M7gkxx0gzz03CEatqXUQSIMbbrAT2JlmiggWq4XeiKb6qmPPK0w21eC6Qrz/bj5ITV7ttArr93SYplqOs1tH4vlQl1b69LBnkm+EvR9jxl3h1YQMOMwM1h8mC/khZGmh5e0N52Z5C3tB5j8A9wAlOaYfEAVcKNHAGnxbs8fk6G2dsE98E1Nj/HD0WikZ555Ri+/9Jrm5wuVNe0M2hMgFm5szhQC1evKlcvyvUEF77+w0/5kX9PZJaHe9+rNOzrsAl2Kxup0riQ/V5rPlMLedziT3YNH6Rtqdbu++4N5R791Lv303oN5bvfzrH5wKgHZRxdnmOXu8j4kAX6bhppem9p2pbbGirTV0DXOghUtcaBjyGqozjmRNIO1CYJAtEPcaTTOrIdNPxdlOrY4RgmOXi1Kdk5GFclTsIGu79TEnQ5SaV3HWjbSndOlbp+1WnW+wegEVua3UWiDPMYXdqP0u5uyVltFCiHnBdJSoZmwmARKJ/nMUVeF1qvCesoDtrT2RtwIt/QOgrcq3tAKSH4IvDQGkRN/gfNh1ddo7G/Y80D0JplrgjghQrd2rRDACHrsigSBxAZ2fsF5lq1adTbbDbSNTC2Vb0v7ICjVIvxjXvKNfHrOtCMYP+xgv3fKEl/jOFNIQpP4jpDndeohvPWDsitjjWapHrt+oMWi1NnpQmkS69qVS9Z7x/mN0TvaIkgPGwve5vdxfcNWtzMCYDk/0/7swOB8YHUSORMqonWBS53vq6xr9dbW6DYTDW4Kwgsquz/+gB8A+Lzh5tYrh9AIUY991Ej90ntvB/tggGA3Oti3fXGvIewhJ2jr6pEErnTneK7J/jUb16uLUsVqZXoHIEUkCux3yxW5+z/wIX+wk6J9cG/gq2sIxdKzowf3HDkzbF0zV3/o5lKaYy/xPm5U8+jSX8Qq/iEK8HwSE3JhjhPc0ZZvDdqlKiMgdJi3UCvZzDt9ajeORUVL1aUoVId/dyUbfbMht42LHO8n1/OVOgIMf7eeLJg31W6j3JfS1Nd4P9KlJNJLJ62OGwxLPFX+oCFyPWbTlO9aBwGTdKD5zqnj/Y5Weueb9Kudd80c/1JU/vTiQ3ujc2YbBbqNS511ejGXwclucAIrBDcIX/SKgektyFMtkxQMjnxHUAl7SH2ElsGM6Uoj9ckCHHQ21oz91s2gZqgVW3//zSpeBSVUGAAAIABJREFUqlybgMkFxIMYNfPnRgyEFAdXABk/quuQzKGmTdJLYW1a7OjxM1aHKEwYDtrbzzUaj4WoD2uMDK4R73zPeAKI/Ag3ODcMaX/rVzj8YVQTGbPdG/e6cvmyXpu+oVu3jox4R8Lit62SvtPZ4tyMcbhmEj6SPL6YaujaxMiRLex7IHyr1iHwXbYpB8YfIfyxngjeFMulkSWvXD40PQOutylBR3xRnLc9Y3ix9g4nmkwPbJwQZj77sPG/jcDR+/iZtdvVbgXe0wp881zii0A/i9zPa6mUPQDjHQT1z11/6xgblfbvviwVeIO9j9tr812Afx+X84PYlRsf8wZ00WucWgyatSDMDLVB3u64BBLgeCxArcqEyd4gKuNp8AZzAPNQf/OQhQWa///a+7ZYO6ozzW/v2vfbufv4gsEYJ3Gc0AmddmfAzAgyHgkZDTwkj1gM5MUaHogySH4ASy1BHpAyCB6Q/AIMMi+JOg+gCYOm3QGp46AMogntNHESG47x9fjc9732rUbfv2rtXVV773M3x8de2zquqlVrrVr1V9X61n/3clYh0dlSt08LeOF7wwzLSp003d/CkgY0wSi2jG0+28BstYZ8KIxMlKJd6m7rYtjFFnXq0MlfMhwtLdLBpCgNWZwwk1uzVkHNrkjwFoK1FaHOV399vOew4solOh3vkzHWCTxNsb6vUl1g15S1fBOo1hldT12TiwKCG8dEetCim2Iqhm7kSASMmTCH4nZytMxb70QUfayoMs6zGN+e/vAttMLMgEefb6VGYPhect0h2hnEUxIq12mWYEVsobsVrSAaZ270lITete0mSqU5CTKUTA4glbAwMpRCrRQX+tTDMVSrc+LbT1E9jdkYQIbrB95Lq1pDoVCS+4jZFWwZGcSdd9wOm14GZVvyuDOBT6VSkVWLBBaSZ0t7BtpiMMueG942xsUGAT6KsKUskrZv3SKSmKmZWYnUR9E6wZxgHa3TJS8kY4unkiiWuFCglT6TzSSRzNDQbrssWrjYoe2FRXWBK5xXqhQlRbkeX4fp01BgMQrk6wD/+NOAvzMFbBTYE8ipGw+KzXm8e1Clel3sflZ6juljb8XfJuHg3UdDRhExyb0tPK7r781SumtRBE5xOf3AZSoNWYjEksLlUwzNtKysREBrhpVBVsRiqFfld852FNETQGlZzVSg/NGlnTJ/cmTyY9NaA8OUCkTiqF6tYtauAxEHLauJRriGhOMgHomgwUh2tHYRUXkYIY6jbos+m7pngjwXKcKJV6kyqIHBUlRAGAasaYjcoiphYZVBIS3mqVcWQ7BGC4xvQx/+WiOMKg3byUQTGBlo1eok1UkzvSkD8wmYt2DVm2hQVaEC3iFuRSXaWygaFiO9EIPFkFtlfH4umKoOYvRSkEQyYVhcLEW4IKDxnErGQy+GONUhZNrBJC9MtGMhEs8hFQ0Lp10pTaG4MIVkIoxYuImRwTTqtpJYMGUrLeElxzozyjlN0aun6JMepeeBimfQsktI5Qaw+/ZtAsZXr86oiH6VMkPgSwAhAfAwTQWUSyJBlos2wjlVGXzGFtUCTl2kPYx1sH37OIrlotgMDGRzYitBWlKnT6DnPQ8OZACm0g2FRSefTMRRrRYlUmHFrlI8hOzgMBKpjFqsiTeA8jzQSzf1Ipn/DQU2hgIEe83dj8SB/zCiJHnXezTk2u8ZX9yyndbvzOVufmunwOYCeBG/q5SuElstygQrYThN5evcoL8547vTFapui5iXXCCzv5FT4y+eZCQ1cnM0/qJ1OvXsKkUbwZ1KezG4Y9pVN8EIw6CGQT22OkfwiVolRMN1xOLk0xP4+K9TuGo3MBTeimqrgQF2GVdGX9T/M1ops8HR4MwKWSI5aNSaYuFO8Th15vyzmw5adl0Zp0kWOFrE06qbonnlMkbpt02f/gZBnVyuI3/legM29fFOSAzFCPH8UeTMFQaNzGlVm6DbmCg8WpJ+td5gKFxGlbMkYA596hnQh5eLMqueeBrQpS6G/GxBAD+UTCCTSQiNKE0gkEesOKKpIViZEURSAyLeboUsNOJZWMlBRCMx5FIDqOAi5q58iWLhGmIRR0L/xuMRzBeKokoZGqSVPmPvx5FMjiCZiCEZpQ8/4+Or2ISNWhnlYkvE4bt2bcGWLYOYvDSDYiWl1CF8vsq7D2F6NcTi4pdO335m9GP/rnhGFiCiQQlZSGUGMDA8LKF8E6kkYtWKhJ5NJdIoLpQwmEvLQiiWjYp7JDmOmclJXJuakvC3mdwgwrE0BiM0rkzJtfRAbkb+/Vb3t5YPbJP/N2MD/zIF/Mex6wPy/EYI2vpvKXKloiqP+wzDm5jfmiiw+QDeTdNJUCGXS4tpCchCY6waPZLCwplRBE/gVPrhCMJRGuDRbYxiU1qBx8RqnKJbBr8hqIeZNsWNssbQqhRrU88tjmdNiuepxqcev4lQ0kKoWQPt9BKZCKxYDP/34/O4cKGKsfHbEGpGpU8aYtELjrr3SJzjUNboDXqgRemfHkLDpmV+HWXblih4dPEiCIkfPfXBNCRj4Bz6stcoGlZhaAXYya23HAH2sljNsz45eCXe5uKFf7wXu1UHde7VektEYyknKkFl6ItA64VQVOVQdyI0MnPAtLCMr99iiNoErf9px0DpAu0doihXqBd3EM/GEYkPIJQYQCS3BYncVoRjOVjNloR+LdQcVMMhJK0YwtlRjN+ZkWcze7nM0cBqhRBltLpkDIl0DFuGBuQZysKnYWN+Lo/LpTIyyaQYV9LeIpFNIjc8hFgyIdHtBnJZjI58HdMz88gXayhX68rgkkaTkYgsFhh4hm5zpAXBVkINi12DMkikMVwrVEduaBC1qhuASKLoZbBArwunKWL3cSuKql1BiKqgah2z+SomLkwiOTCESDKDUIQRDiPivcBr8U8kIGpFsaYP9kZrbILb3GhPZHXjIUdPkP9PY6tr368VDei+taVbFN+vvi7fvwP458+VNFKXme3KKbApAF7rMbnlJMtwoALuIQrqVTQ16lcZSU4maWqYiaphR/K8k4OjTXwsHpdEIhFanreqaIVVJrBwNCJBbwjc8WRCkolIf7S+F/EqV7YE54iAZYKgggTCzTpijExXA+6MJfFQeA/+6Q8XMHXtKlq5IdTqMdQaDaTTTZUznIFsWg1YoZaEcqXLWqVRQ6XWEECVoDXUr5criDLXejIpYVcZ6Y6csN2wxexMssFx8eJQJF8H9fBVgmm9KTp4u874+iGJ8KZ4eEbIC4m0gMqLJscguvgW0rEIqvU4qrU6MgkLYQbBidD3XdGT1vSZoRFYsRQiTgvRrCP2AoikXLuCENKZMYQyw2hmt6AeTqCSp2fDnAAbxzq3kJewvQNDQ8iNDiBhxTB++24wm25l7gJa1RJCYRtVWj9aTUxPV+UZ0/WMz5w2AzPzFVQqJYyPDiPD3O2VJmrX5jEwNCB/VD8wC2A0tgXxuQrKNnUizDGgEtIwWQz3GXGwA/DKuJDPXcX3b8KpVMS9L5YqYeHaNPKFomQQrJSqkpSIVorRa1MSGCeVyiKZqqBSslFuRDA9X0B60JZnRRdBRvCjRwUXdzfjz7jH3VxPlSB/sQLclly/++qlZ19O7+T6v7sV+OjycmqbOv0osCkAnoOnYFbAql5AqFZGuFkT9y7yYuSCyVwSvMj1UTfKfOqcuMkFE6yZDIX+0rRkd9BAizJz0ckrtzr2wYmfcchpeU79rFhg65zeoRDiqYSkXKeemFbuFtnARguWXUMs0UImFmN+Fpz8eAJTsw3kK8zMFkeuWkU6mkKCrnKxOkJOHVHeUYsx4WuoNuhXTcM5Jq5pgJoHhlili5bkgqf43qGOmiqCmliV1xlTnhH26i0U6k2U7AYq1GPT6N9RUeCibhpTuTfG5rcYaU9xrxw6RfCVpoNCrYFCNYyx4aTolklD+n1H4nFkBgYRS+cQiWXhiMF5ArGGhUozLlbttYaNYiiGRCiJsDWAUqkCBpKpkybMqhaOgLHjpyenkEymQb0+DfZoeJca3iF0tOcn0QjbmCvkEaKRYjiCTDyCZIyAHBfbgtm5KhohB9FsSjLMSZz5mCWJahzew1wRlmVjeHQUuayFSJbhgxnBzhJgZyx8ukGKrYY8Ux1Vjs+aQM8Qv1y8VDEwNoYtW3dK3nqmqi2UyuLGyPeD+vZUMimRAZk6loswBjui58TAyCBGRkcwNDKCgYFBJDNptVjiYlPMJft9hpuz/KIJTbs5H9wio6Zefj0BnuL21f4o0qcEgMFq1vLTi4W19LFZ224SgCd0M5BJE7XyLJp2CU0avDn0LVbcEY3OaBHPSZqTKUGNIE9Q48RM+KcY2u1JzocYRCVGS3plhMWHqAyzwuImR7c5McoTLr4lHDwto6mbl4UC1QBMCeu0EEENA9EIvpUckqArf5pYwMSlEuauVVFJppHOOIgnKkhGlVSAXLzFMRHc60C53pKY8xw//clDdhPhuuJgydlTN09ROxcAXHzY9ZrKqia+2kyuYiETV9yicKgC6DQ+ZKhZ2iiojHT0LdfnCfKxSAt1NFGwW6g2mFgljnCT2wQy2ayEXCWNKbYH87unhlEvR1Cnj7/TQLVZQqXcxJZsUmIPMAlPrVIWQ7lmyJHse+Ri6QbIeO/JdEIi0YUSjAmfRj2UwpX5Ji5O5jE9k8focBKVVg2D6ZQYtFHVwJzs9CwYTo/I8yhVbETCDQwlsiKVoZRkdnIe8wtF/M3d30ZsYAipdAZWPCXxDzTIy7sgrpPq/VB04Pujwv3w+ZPGYw5d+pgtT3kJyD6DAIUZyyAMSgNob0DbCgYQIrjzHhnlj1IivkMs4/XkAfB93KwzxCLjNuL5RYizSU8N06B4HX8z5cUN6pa6FLl4/lYL8lwksA+C/K342yQATzxtALUiavkp4RAZuU6DuwRroa6cXDgtpiU0KWOzM5+6AjTFoWmuTT1qNQGLebsAPsGVfwR2isiZmIRif+J8CIxJTrBUEgGJFid53mlmTwe6EEKRMAbTEfz94A7suWML/nh2Gv/6x2u4OlPCQqVGqTYGLEcsxAkC1MsyFWvNpphdcfEMrEMjOQK+RItzXH26OLbx/siJM1obVQ50e4sgZzFSXhRxgg59vl29r2gpJKe8y8VK7Hm6zXkWPiFGqrMRa9rCOadjdViNlgBUIp6QxQDT4TqhiuiUW80ISnVeX8V2pyQjXyggkWpiIKXGx+vz3rjoSluWpHQlWH7++eeIJaMYDY3KQoLgSP/xiYvzOP3vXyDBAEV1lTeAvvaMc8CgPNMLedRaDUQbIdSqDcwWisjQAC4VRzxNKU0MJbuOf//rBDIDQ9i9NyfSlChj0vM5yjvA+w6774fSi8u7wpeECwhKNmhlz1eDzyXEpaDIOeRlEZryPXDvLRRi2l9KBDqLBb4ofCd1X3p7s04sJv78zfdkH9wOFNfRuG3BXhvAk8IEaLrVsS+6u3HRQE+hYEAcgrg3NSzbEOBv5d+mAHhOu4xY1yjOoFWek8hpBGz+9BRM4OVPjO4YYaypJmsN2twyjSi3nMUJsNTnczFAACcA8RwDt9AYjmlmY+lBhJgpLuSgVSvCpm7coUg3JD72BDfq+ulyVa03Ua42MRinCDeKVCKK0S1DuP22UfzLR1/ij+fmYZciyINZ4SxJgsIY5+T+GReWCWGYh7xaqYtPO/Ok0/dePAGZipTcoauXTyTiiCeU9CEaoUqBQWEs8Q/XCxqRPhBsaGQWZUKZmGwp2ibwiOpCFgNCNoCue5VrCNtXYHk4WOqmGa2uWWsg7IRRrs0hFN1CJYcAJ63GmV/+yuQsBreq5TbF4XXq+UVEHkEqlcD4lnH8/v99hOEtQyLGJq3JWUvMeMvC7PwC7tixBdP5PIYHs7KAoO46ZcWRaABT+cvItFKIRZO4NDmLsZEB7Lh9Oxibnhx4bmgENURwdXoOu1xJDEXokThVByrQjbKrIMi7bpUEd4l1wEWhG/OA5BAJDV8ul/MO0fNCLV54mrSlV4V6d9y+3AUCFwn672YG+L/MAyaKnfvt3EQb5o9az18QhFfbty+v+y0aV341tNsUAC/gzAhk1SLQZJQ0+o8zrCp11cp4ipM4QZ/AXavYAvzUxXMJQGtpAne9xlzjCjRpjBd2VPAZOrqxT16H+clpTBdJJBGOJyQWfZ3GXw1GequjhQbisRRCSIqFeKVcRzHfxOWLs8gvlHH77nEMjQyCLlbZdAb7vj6CHTvHcO7iLC5erWNmvoFzn3+J2bwtNgHEEmZjY+Q2crf0nU5Eo8hlacCldLypZByphHLzoghduP84Re6Ki7TITXOBI2J4xUHy2OECwtVDa8lDhFb97YwnKmIeRf5Nhq8tWihdnpG87wyNS/0zA8zQLZDcaqOVRxF1xIcSaIbiCIUSSCXTGB0fxaVLV3Dp0kVkMxnRNidTaYQjcbUIyGbw7e98G1+cn8Ds9CxqNVvy0cNh1rgQRgYTyGYTsJJxzJdbCBUqGCqUEY8AQ6Nb8J3dX8Po5Db8+Q9/QtiKYXR8K/Lz0yhWqhhiDAPLwtDIFvyH++7H5QtfgDYSIumg/t3l4BUHThacqhsCuwvYGuBlK2s/BfCC7wRrqSo5DNT7RBsPLitJR3dhEAB1vkcdGq/ms7zx25w02eO6HtJtGSDlmVG/HogDz3M7+3CUNFjUKg8unvi3Eb9CHYitoz6JXLf5bRwFPK/jxg1i6SvT/zskhnFNiwZndTRturYRoJIiUhWf9RDER9uhZ5sTFWtxhzm/GJBGeE5GkOOErcT4tMavVmsI1anTrSPM9KiprASvaUXisBsOyvMF5KdnJcJaFGUMDuTQcqIo5Rdg1ygqimLeTuKLKQen/3IV37WS2NWIY3QwKUZpuWwC6WgVdwwP4LaRHBLD2zA3PY0/nZlB3m4gFLVEp6vFvaLPtZQPuBi6UZRPvb+r6yVXyDq0H+C+/hO1hCuCJoAJ90iuUu8LKLng5sbYp9SCOv2GbQtNa6EoQvFx5AuTYulfXWgIyA8NZZDJEuQtJAnsiCLiMAsf29eQGshgPDSK8+fOwdq6Hek0A7wkJKAQ9dclu4xkJoX/cugH+OD//DOqxQVUYzR6TIvOm9KFRCKCWCQs2fTOX5uDE7Ywmo0jmR3CWDSCO+/YhasXpzE4PIx77vobTF2bFt92JxRHqVpHIlHHbbeNoWrnEYonRZ0g6YAp/bCU+J004U+4cZfjJgdP90P945vSElBXnLme6yjOF5pKgSrVnLreispH+r/5FX6fTmuK3RrbpAecNXB/wwVwfbxWSnx3VPVAsP+ffwA2wojxXAH4Zm6td9Jpv14cfKdHs7cSCnRmtpW02oi6nJAj9HnOwEqOoGnPolmtAHZdXNyoN5UY8jUmfqGlOjl3xlCn7lxFhCOXzpCxYerMGzVJOlMrVxBDC6kE1wGWGFfFkhGREBQKZRTmyygvlFCrVjGUpW4+IqBI3W4skUKp6qCVryIcZW7zFkrlhiR9oQihXrdRrTiI0xYADmZnphHL5LBtfACRyBgKDXLZ1A3TaMsFbIIR89hTtK716fQKoGidIEMQJ7dO3a+r/6VUQgCe3LkAFxcxrm5YtgQ4PjSXHSWISWx4uofVUI9WUOciqFZDotbAQnEBs7OzEl1vPl/E0GAS3/3mTgwPpRHJpAR8GfrXaTTEqIzJaJh+N5nKYmqaM7/4M0gyFvrCURrAkLYUme/YvgP5/IJEuatUJ+EwEh9TskajyJdKQtNmKI9CuYpMIoqFYhmp2TwiiZiEFr54+RrGtm3B2Pg2CdVLozjGA6gVS4i3Qth+204F7rG4xJnXCyCCr+aqudVgzCh7ijNXL7WYaJJMegHQ5uSVl4XuQ6jp4dw34pMw11wfChC879sKcMufl9P2Avv6XG3pXnj9//HdjQH5L8vrC/C8W+rN12JNvzTFTI1+FNg0AE8As+IZxLPjoIFTKJxFdeYaatUFNFtVSaKCUAR2uSq6cuKVJGVh3PQmrdGbEkqUWd34j+DN9KWtWg25RBQNusZFHDL6IpO1i2VU5suoFJglropqqYoELcm5cGBENSskMeljDEkbi0iWumwujVYrhEq5hng8KjnoQ44tBoJsy5znrVoVTryJ0bFR5GKjaFGMLlw2gUZhsCRtEyBXBcx6RtE6AVqASmwNFFizjYAOA/ywDg3FKPEn+POfuP8pjtML8EzIo4wTG2glU2ilMkgls0hkBhFOJIDUJP74pzM4d6WAgYJKGrP7jgi2xcfEH54JeGgcGAox0UoDX164jIuTl5CmKoGLFtq+09E9HEG1WkH5yhTm83lsHRrGF1+exfzCHP567rzEkc9l0uIR4NTqEiq3VKlhJJeWGO/KBz4vNguFcg2zs3lMTs1JtEKVFU+pZYqlIvKVGsa27kA0kRLVBMGbhnWkmeK+NT0UR0/aKHAPcNzk9PXiSa2MfIsDfkwa6HW/3jJ9Tm/7fXybuZzAd7NEsfvPtwH/lYYbN9BPg/z/OgN8ldISGq9JrGdl4rRmijA0rQH3NZNx1R1sDoAniNGHO5mVdy8azyKcGEXNyiB/7TzK5WmgVhYusVoqo1qqCHdJrrFGVzOHnKYy9kK4LlHK8nMFVItVJKNh1K0WahEHsXgUCUZqo96+1pCwsiLdD4VRKdVRjKkgL+FkTCW7YWQzicVOcHaQTsVhM548neFDEOC3WjYcJjoJ0SUtjFatIglN4ikH6VwOrZiKmEdAlka0AGRqURdg+GRVGhhlRNjmNunX74K7AInEWVd1CPIskx5dEHNxSjhT9bYwFjsNDumYTkO/Fpq5IWQGx5AbHcfgtnlcmSuj2rQke9vl6TzK9kWUW1Hc/rUMnAYDvFRQLNRQqjg4/cczuDB9FTu3jyNJJV6dwXqiCMcSqDfC+OvnFzDx5SU8eP+9uHDhAhKpBCYmJrAwX8Tw4AAKxTKqdlV85enOSGlIkZ4H8TpaZVvyr1+6Oi2LkktXZyQ4EPXstK1g7H7aRzCq3tiOKOLJjCwOonH6p8dUgBtX5066+EGZz8410HQ/I0dWTQrENUjrrf7S2Ad/QmdNXPdksK5uczNt/9tegLngN0KMvN501Lrv9e53rf0R5P/7t4E/TAO/PPvVGTXGIiLMW+vwpf3oOgbNWZcB3WKdbA6A50TKjG6xpOhLI4kcQkkGVleBVPLXIqjkp1Gvl1FFU/yo63YdDbsBJj8RkXYojFqtinK1iHKRKVrrYLYwxjhvMAtbtQUr5cBi4hRmVYvGEU+FEIo5sOt5SQjTYDCaRlPCvRIcKSKn7jyVJkjT2CsMRl9j4BMCPu34I0xuQluBJo3VLMQjDpyaTft7ibwWSSSU6F1AxQVlSghckFbvIwG7A95S5gEYF8l9ddogQ9c+2hy4IKSBSfqgBT8YZ182AvjJrINsfRiDYxXcky9gz9fmUC4VcOn8BIr5GUxcmkJ27DbEUEe5WEKhUsDkVBEXL1/BVKkosQgiThPV0QFkM2mErTgK5QYmzl/E5xMXkUsnMTV7Vbhqpse1a3XM5Qsqbj19AaIxjIwMg8Hyi7UGnEIFsTowt1DAXD4vvvkMG0vfd4YTZhwD5g0a2bId0UQat91xFwZHx5FOpxFjch16S+gFj0sDfaxo26GNlnMIwLvgzTqadtz30c895z2v+rz5/6e+mH8ERwL9V8llrjd1b3RJhKb1764C/3vi+gP9WBK45ObVWiutR1Jr7cG0XwsFNgXAk4MV+2bqRaMRwbNY1BH3MFpMx5MDKBfmUasx7WoZtXIJtUoRzUpJ9svFPMrFgvyVSpTdq+AkDi3wExEwvJpdtyWwTIq5vZ0IWjGKd2OIUL88l0fEaiKTTgsAhRlqzlG682gyjVrDEst3RssjSKQzCVixiHLPalJ3HkMoVEck3pLkKq2Gg3AsDivB7G10cZN4fG3uWoG7eqzUCXOpICuIAMBooNIAEwQf9rB4HS0VUNBG62+hczOCRCqO/fffj2KxgGJ+AV/f903MzcyIbr5kOxJWNp+vYKZQwcXpOUwtLKDMGPiTMxKjvVa1MSIGiWHMl2u4eHWKkQRw9vx5WfjQR56c98477kBucECAm54D2UwWds1GsVhEPp+XyHJNB8iNxLE7nZHwr6PDI0inUxgcHMTWrVsxPk7PhVGkcsPSJz0qKJpvSzt6fSG+BRRzDPHe1a8XHXlG01LX61fmPX+z79MqnFwmRckfXt2cd6t17zf66GknQLBn/AH+Xa+FSUBhtWqy0C/9VvdDXzXx1qnhpgB4da8KhCi6FhgKObCSGaTpG54bltjlTAnLLHIOk8BUyqhVy5JIxq6UUCkVUCkWUJiZQTE/J/vMa14PVRBuVkCxFLOVRcnpM50sc5GHQpgrVzBVLAIxBwNj9IuPMOMMIuTjaQvQsiQzG8PQppMpcbeLJxj/PIoGue5oQgXatapIR6JoWZRCRJHJDIn4WoLOuO58/YBaOEovx+4Bet2GNOoFTBqUdL1gHX2e7XUd6uepGKAum6Fqm1u3oVbfBbtalfCtCwsLmPzyAqaqn+NasYCpvI1QPI1sOIyGXZJkNpOzBRQrDOBTw0KxggYs7Nh5G7aNDWF0dATZbBbDQ0MY37YVY1vHBawzmaxw3DQAZMreWo3JfJRro9ajc0uunIssbQjHe1ISDk5NSj2x1PfhvW9dV4N8kEb6vNn2pwBF9rQm1yBPH/nN4iffz3Wt/91u3BmK7WkvQLsBiu7Xk6Pn82O/OVdYuJq7JKiTax9JKnC/VSPIrYZ216PNJgJ4/+23VdaSipUxyyUIO8KtJkKtOhKZBhpN5g5voEW/+VpVdN92sYhSIS+Ab5cLqFdn0SrPwynPoVabRLVuITYwiCuz0/jsLxP48vIUcnEL+3aMIzXIpCtR2M0Y6lYS5TyB0EYyEkM8mUK97mB4KIuwxTSxcUSTQ+LaF47XEa7mEQ0VMVXVRZM2AAAer0lEQVRsIhunC19YDOfEpc0Vv2tg0UCrt0GA94KTrkPq6H193nusqect0/v6nL6+E2IAaS03cRBxHESdFFI5YGCkifFGA3u+9i383YGaJJ6p2nXJ816zy6jXaiKaj4oHABPb6Ix+yr0vFlEqDWb1YwCeCH3sqasXQ0Mu4vinghEl0morAgwJSiN3KcN1aO8oZoRuE46XRgnL/PF63vvX4M7mep/ndR1Nm2V2f0tWI4fJv+X8CP4EKIqdN1qPP8I1+Cb7Eeg1vUlDcvT96Mj7C94jFzVackF3P6+rHw3t+MeIcfwF07aK4ZwHOSS9qwvqxqDuxnqRPI/pxhrYYqMhDy8R4FiJhmZikGaJaxxaEeGqnRZ9zAFLMonQ/70Bh8Fuci2k7aqbEKWCir0AuzQPe/oi5q8Cs2VgsJ7ExStlTFwq48LVKnIxB3eM5lCtR5CIpVFrxnDh6jzOTkwhEk7i29/YhZbFDHMhpNIq8p1tN/Dl2cs4f2UWd96+A3u2DiJfWMBfzl/DN+/ciZwTQkJ8sBXQCJj04NIFYKg7ZvhUV4zMMi/gsFzai47ZC0ouYLq4JxutixepQYfKLG6LtC2+Fp1+RGTScrNGREJIxB2EGEDOablpXZtqK+53DBdPwzXG81f9y4Z53MUegOcYZMbNx86VmjsmN329Z1CdXaotlvoxvOxyf0JXT+UO/TqFuo7eds6YvbVSgIBDbpF/GuwJUhvB9Y9uQoD30l8DPe0hKLYPBtzx1l3OPrnubzBanIkYtxxy3dB1NiXAd4EP/ZoJHorVg9OyJEMYgSnMMLe0apdUsi2EY0A0nkKrRc6+gVRzFHW7hHpuBIlMDjOTU7g0W8Lnl+YxvdDAfKmOVr2JLy/NIzcwhhzCoKH8xUtFfHFxHslUAzu2U8zPkGoMCZsAc73PzVXwp/Oz+OLKjATEGc3l8JfzM/jT2Vns2PV1bItaMjYGWmF4XVmkCFepNGAacPRWg6AGcy/AyxvmsaJvA5IY1xGrlW2Arsdtu45+PRXCy5EYJQonrRZQ9LujKR4htr0IUKhNdldx3O45ZVrIMhe4WU9i/DM7H0vVQkXuV7Tx7Ft14YQDAM0upB8aCsoF9WiFyZcDYfJVu+A9kVaaXsFzwWP21ausc0Gzd70o4AV7GuxR7Gx+K6fAZlI1rPzuTIvVUGCTAjxv1TUFERBQty4QEFKpZQlIrKEmebqUqQxwNNFrSTKaKJyYg0grJW5VTjqH9MAIMiNTOHt+Aq3IOZRrDdj1OipwcGm6jOa5q8hM2bDrFq5OTmOhUJWMZZWqjVapKBwtA+yUijZKVaBUqWN+oYAr8Rj+fH4S/3rmIi5eLQPJYYSjMUE1BYW8CTcuusvFawAn6Og/7wPWZRqUKMan9T9/1E3L1iNi1vXkhDrZBWi6jt5667bJLboRfcYPumzHEtJcfvqY4OwRn7NW+xr0CmRlPje67Xl+0p8L7O36+rx7abmWv5mu0blGu8S/09Wn/7Q52gAKUL9MkTGN9jaCm9+AWzaXNBS4bhTYxADfnyacuDVAshYDuvBPwrtKEBjFRbIMjGFPMzla1McTiOdGEBvehmorgXL9n1C2K2jYVUxXQ5j+4goQnkbVDsOulBFPJjDsOBKBrVGooGrbYCpT6qRrThW1ShOhRgNXJ2dQqjTw18+vIh5LIjs4CiuahiP5yT0R6VxA5tiD4BYEI31eysm9C0Yq/3tdN7j1Uky3Z1mwXhug3Qa96nr7Cu7r/nS5AnAXkXWhu/XW9T4znvaeCzRb1qF33L3uaVmdmEpfOQWoD37u75Tvtzba+8oHYS5oKHATUOCmBXgvOOh9QgxD1eqfACkcSUZDMTnCCbSsGHJDGfz9/RkMjY3gw9/+Dqc/OY38wgJaoYb4bLecOKp2C/EU84g7WMgXJNJdseZgcr4iBipTCxUw8hoj8KViCUx8eRXRRBYjo0Mi6k+kBhFNJMQVT/upczwa3PUYufUClS7XYKjvTXHwCkT1OV1X19HHekvQ09fUZdz2q++tcz32V3NdtllOu+XUuR73ZPpcHQVoREbLfOqXf3G2vwHZ6nrvtKKhGXXW5mcocDNS4KYE+OCD4uRO9yr1c2MwkqMX8W9DDPFEqkzDMLrhheNIRlr42je+jlw6i92334U///lP+PLyeVhT01hYqKFea2JmbkEiutmVQbEiL5abyFcXRN9fbISRSA5hZHgIu3fdjp07tmN8fAvGtozijt1fQyzJXPMKnMQP3g1Go9wAFVArrlPZircBymWEeSwCcVF1c5nBIz8Hr+kgdYM6bH3SbA0FbmAKkJs/9nfKSpz6+fX2/aaRHxcT5mcocDNS4JZ5tdsA6QK9iuFGWIxA0r6Jt7ri7qNhB5YTh5UdRfTODIbHtuNbf/u3KJQK4gc+P5/H7NQsCvkFhEMOstmMRFWLJ5jeNSGR7JiMJhpPIJVKSqS7VCKBWDwmgW1isYRSIYhhIJPcaNRWr5iMwi1qv3QuQIv1uS6UOsoIQeA+AOIG2DWhzHazU0Bb3NO1jn+rzUdPjp3GaFw4MGiMMUzb7G+GGf9iFLhlAL5NBI2lEnXOj6Ih6uSZ6dsKS9IYpkdlLHOmPx3ZsgVMr8oIbEyxypC0jXpDjMNYj8FXJE+7JDYhZ+6mapWkMX6duleETs8u7ygI7mIi5y1sD16i2XiP1H4A2LsrmBJDgZuDAjpsq74b7RrG4+lFgusQyPkX9AfX/ZitocDNSIFbD+Ddp+gFWRZRHN4R4xPktUhfNdBGWmKYJ/bvvV6Hjn5fzgYOtRRBb1mHOO5132YTaRYAeDES7AHkvr4C573neo3WlBkKbHYKeDnwr2/2mzHjNxRYZwrcsgAfpONSYBg872ryA934Ed0L3LpisB8BeH3Suw0AvF6QBNv7mgQA3nvO7BsKGAoYChgK3FoUMAC/2ucdAGB2o4K7djr0uYy7xVoS0KnVidnSLgv0TVDXwN6rPdvp8+0+zI6hgKGAoYChwC1NAQPwK3z8bU56Ge0COC0tegKxn/HXQet6XqFn+541TaGhgKGAoYChwK1MAQPwq3z6vcB7lV35rexW3YlpaChgKGAoYChgKNChgBvvtVNg9gwFDAUMBQwFDAUMBTY/BQzAb/5naO7AUMBQwFDAUMBQoIsCBuC7SGIKDAUMBQwFDAUMBTY/BQzAb/5naO7AUMBQwFDAUMBQoIsCBuC7SGIKDAUMBQwFDAUMBTY/BQzAb/5naO7AUMBQwFDAUMBQoIsCX7mb3Keffop/+Id/6BqIKTAUMBRYnAJnz57Fnj17Fq+0wrM6rsIvfvEL/Nu//dsKW5vqhgK3NgW++OILIYD+jm40anylAL93715wIiHIm5+hgKHAyinw6KOPrrzRIi1GR0fBv1/+8peL1DKnDAUMBfpRYGhoCDt27Oh3ekPLQ06/2KcbOixzcUMBQwFDAUMBQwFDgbVQwOjg10I909ZQwFDAUMBQwFDgBqWAAfgb9MGYYRkKGAoYChgKGAqshQIG4NdCPdPWUMBQwFDAUMBQ4AalgAH4G/TBmGEZChgKGAoYChgKrIUCBuDXQj3T1lDAUMBQwFDAUOAGpYAB+Bv0wZhhGQoYChgKGAoYCqyFAgbg10I909ZQwFDAUMBQYAkKfIZXDj2On7wz1bPezDvPY/+hEzjd86wpXAsFDMCvhXo3eNvTrz6PtyevwyAnT+Inh65T38sY7ulXH8f+n57EzFJ1PzmxvIlD7udxvPLJUh2u8/mu8amJcP+rn63qQjJRLocugd7Zrt/kK1WFPj0mYI7fO1bW08df6TvyGU73fXaKpr5n20X3AEHW85DX8jyT1T6j1Q1pCm//tB+wLnbOc7V1eI4z7/wKbwG4c+eYp2O9+xneOn4WB448hLt1kdmuGwW+0kh26zbqr6QjfgDP4IUzq7jY3sN476WDGFlF0/VrolbLLzxxArvfPYy7wYnuRfnQlr7GQbwubVRNTkoPHd/VKRv/Dh7cewIv/ONnePSpfZ3uOBk8cQJ3/uxNPH1Pp7hrj5PeiW1tGhGwnzy3fJrd/dRRPMZ7+eTg4tfpuvBaC9b3nTj9u5PAw0fdiY19u8/n1y9i/687Yz1w5Od4+ZFek2OnDqAnyiMrf+++fy/ufOIZ7D/uf+6q98/wyhMncOrhwzjGxeK455r3fA+PPfsiXrmPz3sKb794Anc+8HO18Pr9hzi1914c89b3NF3P3dOvvognfw08Ju+des+x1Du4xADUO39Waql+l2iw2tPuN3MqMGfIN+F5B5bs/uGj+Mj7LbLBJ+/hhTMH8fpLPd6dyU/x/pmD+HGvc4tebBnfgO9e1HvJLt969vHA/HMQjz18UpUd5/sXuHCvewpUMYeLU8AA/OL0cSeNTqWlwEgmhg869Tdubwx3P3UMr+NxPHkIAs5Pv/smnnYHxPt4bedygAMY+f69OHD8Q3w+CdwtE/YYHj18EC88+yu8/aN9eFRP4pev4BT24MHti9w1J7RnT+LAw0fblTRgP//Od3oDGRcEz55s12/vBCcMTgj3fexbPLTrruNOcMJf3TvxGX4joMQFEifN48DRN/GRpiUA3e+xILj3owfvsddEGbj34IJhZPwgnn53O3DoRTz56vc8QOEuOvpOtPvw9M8OYv+zJwBO1HcdxUcy1im8/cFZ4MxZPHToRODq+nAPnnvjWOfd0cWr2N791Jt4b+fzeEi/Dw8fxXsXnsf+ZxVAS5f6nKf/Jw+575R+b3zvGBc7x1bGVWqw9lxDdvce9pecOeGhC6/zJl6enOqWSPWlu787mXMueMv8i/n2fUIvgoDT/3gCpwCc0jRoN1/quYzh0ZfexHIDJnPx9Rb69clxTqzbe9C+BbPTpoAB+DYplrHzyQk8+Wu+rCvhzgMr3mV+tDK5y7W6J0EvdwH04ro69yLgee5jwMd9TeHzc8Cd9/VY2XeadvZcjv3930/hUQ029zyE5/Y+4+PiZy5MAHvvxf0ekOp0wj3FDaKLI92Hp984jJ888Qx+gj6LDh9X4O+VR0Kv7mJfiaKpr8h3cKoHCLBCEBB9jVb1TpC7+hhv8Z7I+WpJ0ROP4wVf5zwIgsFh3H3PYXz0rgc0lis5Cfbda6EQkB5IkzN+iYJvgaPfA5HAuNIcco4E+5c80h3vtWW8H3pL1rw/8sgRPPfBM3gBh/HeU/swgn346BF224Ojl/tWi96OWHhfm6Zqkb4NvnVqL1q1R+1+g+MH8fK7B9ulssN2wTVOj3f59D8+gycR4MJ7PQt/752jhzu7ai8Iqi4deHLyJF7j83o3MI+5dNk97n5PHgnCKffd9D374CWDx/JtcFFxDI+Car0r+LGWDLr0ZH+KQeD4foVd67ToCw7lVj02AL/cJ+9ynqz+Qs+JWH3kvklBOLNnPJOdmsz3vxr4kL1j6McF6DqfnHDF5Yq7END6aUfcrat1tvvwtDvRdgFcL0DruQAZw/0P7MELH3yKmUf0pOBy8ScuYwacUKfwW3Jtd/2wt4jYva9ucHdHysnxDQjI778QoA8BzSfy754MyMV9xK4++bhz6732et2fO7ZeqgXS7LVe/bBsVe8EG07h7RMnceCBn+Pyq89g4oHDOHDmQzzYntz6g1KvoQg3tvcwjvlo1KtmoCy4UNCnF6GHrqK3p1/VaqwruAzIe/D2iQk8d9SzANGVr+N25p3jrjpNj+N6XKzHYtoFRd/VXPBql3k4+JGdu9rFnR214D7wQGDB3etd7TRq73Vz8O1TPXZcVcrhN3t/p24L+Z6e4vdE6dnquGyqoLg4Vuq6g3j5Z8oe4fUHPsSTx4Hn3vg58OLjeAVv4untY3js3R/iLdr2tL+DHsM3RSuigAH45ZDLnfAo0qLO1Kfrcs/BNRLxGX6JnmsPnjuqOZkxPHr0MN5/IiDa9o5BcwHSb5DLcYHhyM/bokMt3l6OPrr90UrfntW0e31ZAHjH4tnXYvrfTh7siFW9wCv3Cjx2WN9rp7FeWCy5+pd7/45wtPsPdcSJSoStgaTTL3wLrR6Tr6fquu+u9p3gQEQ3Chx4AOAzuZt9HT/bvXDsWoAFuEPpi1Il7ng5/d53u6gkoneTRUvluQonuB1vHXoRv/mEth7k3n/oUzUs2sk6nFTvFznWo5h4wh1He7GzD1RN+X6ysPGVKAmQh2MFPOoFctzLWK+0JWucI7SEhQDp5eBdu4Vu1UUPXfmaOHj//bWPfveeknK06dM+03NHpHKeM/pb9hT13pV58k287D3r3vuTtAvQnPxLPxdDwP2U+DzFZ9U9f3i7MPsro4AB+CXppVa85DypX+QLvv+QekFB4zARo2sxU6Az0Unvwo+9Iute4u5As76H7oLhwaPelf4Ydu0F3r8wBdyjyz1iX4/erd0vx7V3G461C5axs8S4Z2hUhYP4cWDiUBOC54Ne8lKujk8A9HHsd8WZfr1fNwe/ZLfrWmEN74TLvXcPR4lU7/99wKCxu2KnhDSi3riHyLdTSe3xOfSVRAQrL/O4LTUB8IOHgdcufIa3PwBeP/wx9h96sasX/wJjFygKXo/f3U/9HO/9aAwjFC3LOPgtoKP6WOwiLu3ai19tjBqk6SdelO7d4cgjx1y1gOe8dxEsxWrBoW1hPDV9u53xdIrVAoKcb7farlNrib37DuOjpyiCfx6//dFS/bhSOVdq+T5Va5SUkbPXP/lOu5kFfVpv2wuDIIME9b3vlnk1qFbQrc12tRQwAL8k5fxGJcIx//pFaMOVA0eOdDjaYF/bt+EAvMZpnQqnCMjQgNwpX/neGHbfBbzg60+PWQH9RKBTWZXf9b1FRXSBJjJWZVj3Hk4/Qk7N++tYcPvLFYfKCYGT0/7jHqMnb/PAvgKCgD4zKPZkGw8H7wePQIfrfqjpqzpeyTshomQcxGN7T+ILPS4tteE9Hgcee3gCr70z1dvgULfR9gx797RLNmyHOt1fA6ceBl5+6bCIdf22Ieo9fP+6DVCBOyU9tC05hc635X0vlCj7hx0JXJC75vhoG7HWcfZ6Vxfp0yfZEsBUBnD9mvRWEaravr76dYApbN+5C0+2PWz6VJz8FBN3HcSBMxN48MguvHD8ON7+/lKLAn9fbWCnoZ304bfn8NZ+7Mi9eH81un5vJ2bfRwED8D5y9Di4QC7J+8GRG+1YowtwHdLAdRDPHfH0Mb4dd+KszxCtrbO8y1NvubsiEQAeXG59b72uiaPfh+aWd620AbgGVX5La4I3/VwP4nVtgOe9rrvv425kYu1lN6B0z23g8/bj0xdvMAe/hnfi8gXguaMPAS96AJ73KaDg6jovU+/pX0gJOH1wr+taqOj0Fp8RvQaeXVo8z0sc8L6bywChfkaH7KsDJK4bHQvPaXsMHizyc9/jHy9SZTWnOnp4jmM1i2elAlPX/hDPe43CVjqgoASgZ3v1HH2n9GLPV7iagx4qHz436WoMI48cxusXHseTQfudvR3jQkrlsPNeABPA9w/jPTyP52lou/O9jl7eMzQBc4+hoAJ3P1f+6CNL6DoeOeh+C49D3u+g65/nemZ3aQoYgF+KRju9nKT6IIV71x9wQCzHibjzozjuqLgfab9mTox0XXutZ9CHTsueeyIRCPLjPWt2F67LxKFtCLTvszI0e14CVRwJcPXdQ9AlK5Yg9AMjDwfPvoVb26mv0me7iF6zH6D5gJHdruGdoOvi3RTTe4anJkIuHI8pffyzE3jsYeA3nwB3t63sD+L1N74jreh69IWrMhKjQv0uevoM7vIaPhG9b8Hkr63G4wVx//nOUWChsbQUu9N0nfdkAcRYDT/bhSefpaGdotWKLuP6hj93ZAIvHD+LUziLU9qNa0UdrUPlfu98n669kgpVxQ+sbW8CT3ttv6PdU5W+fZtbg1K5XfjBG8Brrn86F+kvi+Gwit8g1u+eQFp333cQ8LjO9lIz6Mv7F6y6lO/Tx/jBuwEvEX3abFdMAQPwKyKZR3/GD/DQ40BfH0/dsaeNFJFLWIGLmu6mvT2LCZort/WXfSxw2/XXeYcLhZ9dEa7xB+9+D79hEBQCzCLcu38ESq/XZTHsr+Q/6gIjTgR9XGr6RjRzu+wlmXClGyu2opcuPc932e9E5/Y40UmQH7osyaTu5eJ1YBC/DcPIUwHjpU53a98TcfsePPeze/H+iZOYuUd7TXR3LT7Omp5LeS90N1+3EgXu1E1TdXQSB3Cl3feprrgAAclV28K9Y1dxP4637Rou087mxZO4fwnGs31BvePzddeFvbeKq+51zv/ce9XQBqirU3+4cQxOKO8Yb/+Uyn1xhIv2T73FQJfhsOe0dpkMBsDie/07b3yFTmwNn9GuuI4CP/C59Hr6N7srpoAB+GWSTHM17eoEtXcXdzVp1/XuuFxC0BjNW6XvvjZ0CxjUTZwB7jy8PJFk1310XSy48u+qANxzGO8deR4PSZAMWv/2B4Gu1j0NBd1ak5dFL90rpKWaxLUqxK3v4eC7OZiuK4vFurjSdZ/qW0IuxGcJ7KnZRctVvBNadcH72y/RApX748zvKanhszgCvPgMXnvnoSV08p6BrXpXgdyph4/i5Xv24f4Lz+OhV7d3dNaBfoVDC5R1Dk+27VR0Gb0G2j+PKLhdttqdnffi9TcOqiBMHo6S3XnfC3mHLvTRwdOzgT70XKi+0xlI+x6XYWTXaYX2AmHxaJZKAuJr5zvopqHvtOfAR1tP+ZK7HiNArwfQ5Qu78OOnxlT8DE8n4pLJ96PNYHhO0mCuVwAsX8RDt76ey9qxNT7DK8+eFNWPCqbl7dfsr5YCBuCXSbmguEkmC0+Uro5O0t/h6VdPAE9po7ROoBdljKat3ZezUme/+gPqGLsIF0VgCViv+0fhP/JOev4zijP2lwWP9JiBA3v34NSZCU+Eu2Dd7uPFJ4ju+r4S3mePxQSBti1+9kxYvrbX4WC174RvKNo2gpyw6yIkCwccxnN7T2Di8hieFtfKzjP3tefBMrnFLlWDryP3ubqBYnhKgsf89BksGrfB7cMv3mXhct9pFVRluVEVfUN2D0YWkTL0qt+r7PTvlO8+AdkLdL3qLqtsmc+EfS2fg3cXBL4wvOtswHjXdjG+HXmqh8iiHdRpEVc2gjlOwhcUC/vw2JE9eOjESTzWflb+2BqgHQ+/gRXMY8t6Drd4JQPwq3wBNOe1aPPJk/jNuQm8JaJ8VZMLgZe7XuIOSAa5Qh1Bqg3KmnvW3Gsf0AuOS3MvrwdPrOBY+hBLeO/kzUmn4862GMfC9k/+mm17TxAqfGa3q90KhrihVZf1TgRGOHN5O45pSZBHVfCR6N5dpfb4QRw78iEeeuJ5oJeL1DLeAd8iKDAGCdijVS2+BZTHhemnvRdXwa7kWFQqPc9IoX8xMIXt9x0Gnl0kimH/rrrPeFxAP+8+27dE2Ub0Pe2e6MdR94hPsIxn0ksv3h6BpqFXbePlmt13RQJHrSB0bLv/HjuXLwQkZIE6OndCOzR14Lw6dMHcFxSLi8Uf4rHjv4JXJN/5Xj7DKxL4pve80PMypnBZFDAAvwSZuhMkLNGAp/fS8pR68oN4+qWD7fjvqtD7v9/dimeCXKG3tt7vfBi6pN92ChTfyz3IhLMPl18FuvWS3vZ78Jz3UIeBlSAgBOdgfG5XB80J59DjEou+209Xc/0UOWtpRnc4TF72sZ91zgeGsSinujh32tXTmgrW9E4ErjxyDyc1TR/S901lrKhVGW5oRD5zsXoO6jcD/fU+VHYa6DJA1NdVBnXdC0/VG9/J95hwiBIrrXMPXEjAoV8UQ1/dYMTDMZAD11EM+4Yq9vXR70CJeTlGvdDsftf76eD79ekt9y5s3XIBYG+d9dnvLPSVmub+drd7sIvvhBjNbscrhzpJWvxSxMWs6NudeXZUboQDR/qr+mRu8rSQ3R4eEZ35SUkcfG6HmjEJ9sNj37llqAp79WHKfBQwAO8jR/eB/6PpPh8sES73hkg2o316/R8K7fPa0oDg4CXIx6/apW2O3SM+bp8M7rSt9Akaj2M/s/Cx3Y8uS4Y56nWDscmXs5jxXaYPV+TjTmXC9SSmaWdr8/W0poN1fSfaHBoTzShpyJPu6PicvNxSzwm2351o0X/7vD9Smn62vMZHy8gopidt0ppRBtnuGI7joXZsgz6SmeDz4Hj4HIPuT23jTb97YHv4i+14r9HuW2VT7P+uu66JX6Xlf9czcWnhk+i5oMj7cGPF62clJGB5m5PvGHhKnWef98Ry93/3XdKCfmNZjrFsoC1pHIx/oR5XZ3yLPT5z7vpRIOQ4jnP9ujc9GwoYChgKGAoYChgKbAQFwhtxUXNNQwFDAUMBQwFDAUOB60sBA/DXl76md0MBQwFDAUMBQ4ENoYAB+A0hu7mooYChgKGAoYChwPWlgAH460tf07uhgKGAoYChgKHAhlDAAPyGkN1c1FDAUMBQwFDAUOD6UsAA/PWlr+ndUMBQwFDAUMBQYEMoYAB+Q8huLmooYChgKGAoYChwfSnw/wGs/Qlx4nSkyQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 语义分割和数据集\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像分割和实例分割\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "1、图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "\n",
    "2、实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pascal VOC2012语义分割数据集\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "from tqdm import tqdm\n",
    "import sys\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们先下载这个数据集的压缩包（http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar ）。压缩包大小是2 GB左右，下载需要一定时间。下载后解压得到VOCdevkit/VOC2012文件夹"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以获取数据集的不同组成部分。其中ImageSets/Segmentation路径包含了指定训练和测试样本的文本文件，而JPEGImages和SegmentationClass路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义read_voc_images函数将输入图像和标签读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_voc_images(root=\"Datasets/VOCdevkit/VOC2012\", is_train=True, max_num=None):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    if max_num is not None:\n",
    "        images = images[:min(max_num, len(images))]\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in tqdm(enumerate(images)):\n",
    "        features[i] = Image.open('%s/JPEGImages/%s.jpg' % (root, fname)).convert(\"RGB\")\n",
    "        labels[i] = Image.open('%s/SegmentationClass/%s.png' % (root, fname)).convert(\"RGB\")\n",
    "    return features, labels # PIL image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100it [00:02, 46.33it/s]\n"
     ]
    }
   ],
   "source": [
    "voc_dir = \"Datasets/VOCdevkit/VOC2012\"\n",
    "train_features, train_labels = read_voc_images(root=voc_dir, max_num=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def show_images(imgs, num_rows, num_cols, scale=2):\n",
    "    figsize = (num_cols * scale, num_rows * scale)\n",
    "    _, figs = plt.subplots(num_rows, num_cols, figsize=figsize)\n",
    "    for i in range(num_rows):\n",
    "        for j in range(num_cols):\n",
    "            figs[i][j].imshow(imgs[i * num_cols + j])\n",
    "            figs[i][j].axes.get_xaxis().set_visible(False)\n",
    "            figs[i][j].axes.get_yaxis().set_visible(False)\n",
    "    return figs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "colormap2label = torch.zeros(256**3, dtype=torch.uint8)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    \"\"\"\n",
    "    convert colormap (PIL image) to colormap2label (uint8 tensor).\n",
    "    \"\"\"\n",
    "    colormap = np.array(colormap.convert(\"RGB\")).astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256 + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([[0, 0, 0, 0, 0, 0, 0, 0, 0, 1],\n",
       "         [0, 0, 0, 0, 0, 0, 0, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 0, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 1, 1, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 1, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 0, 1, 1, 1, 1],\n",
       "         [0, 0, 0, 0, 0, 0, 0, 0, 1, 1]], dtype=torch.uint8),\n",
       " 'aeroplane')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "在之前的章节中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def voc_rand_crop(feature, label, height, width):\n",
    "    \"\"\"\n",
    "    Random crop feature (PIL image) and label (PIL image).\n",
    "    \"\"\"\n",
    "    i, j, h, w = torchvision.transforms.RandomCrop.get_params(feature, output_size=(height, width))\n",
    "    feature = torchvision.transforms.functional.crop(feature, i, j, h, w)\n",
    "    label = torchvision.transforms.functional.crop(label, i, j, h, w)    \n",
    "    return feature, label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA31F390>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA35D780>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA38FCF8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA3CC2E8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA3FD898>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA42DE48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA46A438>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA49C9B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA4CFF98>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x00000267CA50E588>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "show_images(imgs[::2] + imgs[1::2], 2, n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "我们通过继承PyTorch提供的Dataset类自定义了一个语义分割数据集类VOCSegDataset。通过实现__getitem__函数，我们可以任意访问数据集中索引为idx的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的filter函数所移除。此外，我们还对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class VOCSegDataset(torch.utils.data.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label, max_num=None):\n",
    "        \"\"\"\n",
    "        crop_size: (h, w)\n",
    "        \"\"\"\n",
    "        self.rgb_mean = np.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = np.array([0.229, 0.224, 0.225])\n",
    "        self.tsf = torchvision.transforms.Compose([\n",
    "            torchvision.transforms.ToTensor(),\n",
    "            torchvision.transforms.Normalize(mean=self.rgb_mean, std=self.rgb_std)\n",
    "        ])\n",
    "\n",
    "        self.crop_size = crop_size # (h, w)\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train, max_num=max_num)\n",
    "        self.features = self.filter(features) # PIL image\n",
    "        self.labels = self.filter(labels)     # PIL image\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' valid examples')\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.size[1] >= self.crop_size[0] and\n",
    "            img.size[0] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx], *self.crop_size)\n",
    "\n",
    "        return (self.tsf(feature), # float32 tensor\n",
    "                voc_label_indices(label, self.colormap2label)) # uint8 tensor\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "通过自定义的VOCSegDataset类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为320×480320×480。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "180it [00:02, 85.47it/s] \n",
      "8it [00:00, 77.73it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 140 valid examples\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "180it [00:02, 61.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 141 valid examples\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "max_num = 180\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label, max_num)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label, max_num)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 3\n",
    "train_iter = torch.utils.data.DataLoader(voc_train, batch_size, shuffle=True, drop_last=True, num_workers=num_workers)\n",
    "test_iter = torch.utils.data.DataLoader(voc_test, batch_size, shuffle=False, drop_last=True, num_workers=num_workers)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的类型和形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.float32 torch.Size([64, 3, 320, 480])\n",
      "torch.uint8 torch.Size([64, 320, 480])\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.dtype, X.shape)\n",
    "    print(Y.dtype, Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 小结\n",
    "1、语义分割关注如何将图像分割成属于不同语义类别的区域\n",
    "\n",
    "2、语义分割的一个重要数据集叫做Pascal VOC2012\n",
    "\n",
    "3、由于语义分割的输入图像和标签在像素上上一一对应，所以将图像随机裁剪成固定尺寸，而不是缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "yczlab_3.6",
   "language": "python",
   "name": "yczlab_python3.6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
